% Bibliography from the book "Introduction to the Theory of Neural % Computation" by John Hertz, Anders Krogh, and Richard Palmer % (Addison-Wesley, 1991) % --------------------------- BibTeX Version ----------------------------- % % Citation keys consist of the last name of the first author followed by % the two-digit publication year, and a lower-case letter if necessary % for unique identification. Spaces, accents and foreign characters have % been removed from the name, but capitalization has been preserved. % % Lacking any other place to go, the city and year of conferences ended % up in the organization field; this may result in slightly odd placement % in the bibliography entries. Those offended may prefer to dump this % field altogether; under Unix "fgrep -v organization old.bib > new.bib" % will do the job. % % DISCLAIMER: This version was produced automatically with only minimal % manual post-processing to fix obvious bugs. Although it does seem to % work fine, no warranty is given or implied. Like the original authors, % I am unable to update this bibliography, except to correct mistakes. % This file is in the public domain subject to the restrictions imposed % by Addison-Wesley given below. % - Nici Schraudolph, 05/11/91. % -------------------------- From the Authors ---------------------------- % % After a suggestion from Tali Tishby we decided to make the bibliography % for our book publicly available in the Neuroprose Archive. The copyright % of the book is owned by Addison-Wesley and this bibliography is placed in % the public domain with their permission. We spent considerable effort on % the bibliography while writing the book, and hope that other researchers % will benefit from it. % % Please note that we are not intending to update this bibliography, except % to correct mistakes. It would be great if someone would maintain a complete % online NN bibliography, but WE cannot. So please don't send us requests of % the form "please add my paper...". % % John Hertz, Anders Krogh, and Richard G. Palmer. % ----------------------------- Legal Stuff ------------------------------ % % In agreeing to place this bibliography in the public domain, Addison- % Wesley asked that we include copyright information and ordering information % for the book from which it is taken. This information should be retained % with the bibliography: % % Addison-Wesley holds the copyright on this material, but gives permission % for free individual use. This does NOT cover any form of redistribution % for sale or profit. Contact Addison-Wesley directly (e-mail D4065 at % applelink.apple.com) for more information. % % The book itself may be ordered directly from Addison-Wesley in the U.S. % at 1-800-447-2226 (toll-free) or by mail from Addison-Wesley, The % Advanced Book Program, 350 Bridge Parkway, Suite 209, Redwood City, % CA 94065, U.S.A. The price is $29.95 paperbound (ISBN 0-201-51560-1) % or $44.25 hardbound (ISBN 0-201-50395-6). Please quote the ISBN % in your order and add local sales tax plus $2.00 (in the U.S.) or % $5.00 (overseas airmail) for shipping and handling charges. % ----------------------------- Conferences ------------------------------ @string{cmss88 = "Proceedings of the 1988 Connectionist Models Summer School"} @string{icnn = "IEEE International Conference on Neural Networks"} @string{ijcnn = "International Joint Conference on Neural Networks"} @string{nips = "Advances in Neural Information Processing Systems"} @string{nips87 = "Neural Information Processing Systems"} @string{snowbird = "Neural Networks for Computing"} % -------------------------------- Books --------------------------------- @string{inAR = "Reprinted in \cite{Anderson88}"} @string{partinAR = "Partially reprinted in \cite{Anderson88}"} @string{pdp = "Parallel Distributed Processing"} % ------------------------------- Journals --------------------------------- @string{applopt = "Applied Optics"} @string{annphys = "Annals of Physics"} @string{bbs = "Behavioral and Brain Sciences"} @string{behbio = "Behavioral Biology"} @string{biocyb = "Biological Cybernetics"} @string{brain = "Brain"} @string{bmbiol = "Bulletin of Mathematical Biology"} @string{bmbiophys = "Bulletin of Mathematical Biophysics"} @string{BYTE = "BYTE"} @string{cogsci = "Cognitive Science"} @string{computer = "Computer"} @string{connsci = "Connection Science"} @string{cs = "Complex Systems"} @string{cpc = "Computer Physics Communications"} @string{cspla = "Computer Speech and Language"} @string{cvgip = "Computer Vision, Graphics, and Image Processing"} @string{daed = "D\ae dalus, Proceedings of the American Academy of Arts and Sciences"} @string{EEGCN = "EEG and Clinical Neurophysiology"} @string{eul = "Europhysics Letters"} @string{febsl = "FEBS Letters"} @string{ieeeassp = "IEEE ASSP Magazine"} @string{ieeesmc = "IEEE Transactions on Systems, Man, and Cybernetics"} @string{ieeeit = "IEEE Transactions on Information Theory"} @string{ieeetassp = "IEEE Transactions on Acoustics, Speech, and Signal Processing"} @string{ieeetcomm = "IEEE Transactions on Communications"} @string{ieeetc = "IEEE Transactions on Computers"} @string{ieeetcas = "IEEE Transactions on Circuits and Systems"} @string{ieeetec = "IEEE Transactions on Electronic Computers"} @string{ieeetpami = "IEEE Transactions on Pattern Analysis and Machine Intelligence"} @string{ijns = "International Journal of Neural Systems"} @string{jama = "Journal of Mathematical Analysis and Applications"} @string{jasa = "Journal of the Acoustical Society of America"} @string{jcomp = "Journal of Complexity"} @string{jcp = "Journal of Chemical Physics"} @string{jmathb = "Journal of Mathematical Biology"} @string{jmolecb = "Journal of Molecular Biology"} @string{jmp = "Journal of Mathematical Physics"} @string{jmpsych = "Journal of Mathematical Psychology"} @string{jneuro = "Journal of Neuroscience"} @string{jpa = "Journal of Physics A"} @string{jphysiol = "Journal of Physiology (London)"} @string{jpp = "Journal de Physique (Paris)"} @string{jppl = "Journal de Physique Lettres (Paris)"} @string{jtb = "Journal of Theoretical Biology"} @string{kyb = "Kybernetik"} @string{mlearn = "Machine Learning"} @string{mbio = "Mathematical Biosciences"} @string{mcss = "Mathematics of Control, Signals, and Systems"} @string{nature = "Nature"} @string{network = "Network"} @string{nc = "Neural Computation"} @string{nn = "Neural Networks"} @string{nnsupp = "Neural Networks Supplement"} @string{opteng = "Optical Engineering"} @string{optlett = "Optics Letters"} @string{opres = "Operations Research"} @string{percep = "Perception (London)"} @string{PTRSL = "Philosophical Transactions of the Royal Society of London B"} @string{physicaA = "Physica A"} @string{physicaD = "Physica D"} @string{prA = "Physical Review A"} @string{prB = "Physical Review B"} @string{prl = "Physical Review Letters"} @string{pscrip = "Physica Scripta"} @string{plettA = "Physics Letters A"} @string{PNAS = "Proceedings of the National Academy of Sciences, USA"} @string{PRSLB = "Proceedings of the Royal Society of London B"} @string{psyrev = "Psychological Review"} @string{qrb = "Quarterly Reviews of Biophysics"} @string{rmp = "Reviews of Modern Physics"} @string{sciam = "Scientific American"} @string{science = "Science"} @string{SAML = "Skrifter for Anvendt Matematik og Lingvistik"} @string{tprobapp = "Theory of Probability and Its Applications"} @string{zpb = {Zeitschrift f\"ur Physik B}} % ----------------------------- main entries ------------------------------- @article{Abu-Mostafa87, author = "Abu-Mostafa, Y.S. and D. Psaltis", title = "Optical Neural Computers", pages = "88--95", journal = sciam, volume = 256, month = "March", year = 1987, } @article{Abu-Mostafa89, author = "Abu-Mostafa, Y.S.", title = "The Vapnik-Chervonenkis Dimension: Information versus Complexity in Learning", pages = "312--317", journal = nc, volume = 1, year = 1989, } @article{Ackley85, author = "Ackley, D.H. and G.E. Hinton and T.J. Sejnowski", title = "A Learning Algorithm for Boltzmann Machines", journal = cogsci, volume = 9, note = inAR, year = 1985, } @inproceedings{Ackley90, author = "Ackley, D.H. and M.S. Littman", title = "Generalization and Scaling in Reinforcement Learning", pages = "550--557", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @article{Ahalt90, author = "Ahalt, S.C. and A.K. Krishnamurthy and P. Chen and D.E. Melton", title = "Competitive Learning Algorithms for Vector Quantization", pages = "277--290", journal = nn, volume = 3, year = 1990, } @inproceedings{Almeida87, author = "Almeida, L.B.", title = "A Learning Rule for Asynchronous Perceptrons with Feedback in a Combinatorial Environment", pages = "609--618", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @inproceedings{Almeida88, author = "Almeida, L.B.", title = "Backpropagation in Perceptrons with Feedback", pages = "199--208", editor = "R. Eckmiller and Ch. von der Malsburg", booktitle = "Neural Computers", organization = "(Neuss 1987)", publisher = "Springer-Verlag", address = "Berlin", year = 1988, } @inproceedings{Alspector87, author = "Alspector, J. and R.B. Allen", title = "A Neuromorphic VLSI Learning System", pages = "313--349", editor = "P. Losleben", booktitle = "Advanced Research in VLSI: Proceedings of the 1987 Stanford Conference", publisher = "MIT Press", address = "Cambridge", year = 1987, } @inproceedings{Alspector88, author = "Alspector, J. and R.B. Allen and V. Hu and S. Satyanarayana", title = "Stochastic Learning Networks and Their Electronic Implementation", pages = "9--21", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @article{Amari77, author = "Amari, S.A.", title = "Dynamics of Pattern Formation in Lateral-Inhibition Type Neural Fields", pages = "77---87", journal = biocyb, volume = 27, year = 1977, } @article{Amari80, author = "Amari, S.A.", title = "Topographic Organization of Nerve Fields", pages = "339--364", journal = bmbiol, volume = 42, year = 1980, } @article{Amit85a, author = "Amit, D. and H. Gutfreund and H. Sompolinsky", title = "Spin-Glass Models of Neural Networks", pages = "1007--1018", journal = prA, volume = 32, year = 1985, } @article{Amit85b, author = "Amit, D. and H. Gutfreund and H. Sompolinsky", title = "Storing Infinite Numbers of Patterns in a Spin-Glass Model of Neural Networks", pages = "1530--1533", journal = prl, volume = 55, year = 1985, } @article{Amit87a, author = "Amit, D. and H. Gutfreund and H. Sompolinsky", title = "Statistical Mechanics of Neural Networks Near Saturation", pages = "30--67", journal = annphys, volume = 173, year = 1987, } @article{Amit87b, author = "Amit, D. and H. Gutfreund and H. Sompolinsky", title = "Information Storage in Neural Networks with Low Levels of Activity", pages = "2293--2303", journal = prA, volume = 35, year = 1987, } @article{Amit88, author = "Amit, D.", title = "Neural Networks for Counting Chimes", pages = "2141--2145", journal = PNAS, volume = 85, year = 1988, } @book{Amit89, author = "Amit, D.", title = "Modelling Brain Function", publisher = "Cambridge University Press", address = "Cambridge", year = 1989, } @article{Anderson87, author = "Anderson, C.H. and D.C. Van Essen", title = "Shifter Circuits: A Computational Strategy for Dynamic Aspects of Visual Processing", pages = "6297--6301", journal = PNAS, volume = 84, year = 1987, } @article{Anderson86, author = "Anderson, D.Z.", title = "Coherent Optical Eigenstate Memory", pages = "56--58", journal = optlett, volume = 11, year = 1986, } @article{Anderson68, author = "Anderson, J.A.", title = "A Memory Model Using Spatial Correlation Functions", pages = "113--119", journal = kyb, volume = 5, year = 1968, } @article{Anderson70, author = "Anderson, J.A.", title = "Two Models for Memory Organization", pages = "137--160", journal = mbio, volume = 8, year = 1970, } @incollection{Anderson81, author = "Anderson, J.A. and M.C. Mozer", title = "Categorization and Selective Neurons", pages = "213--236", editor = "G.E. Hinton and J.A. Anderson", booktitle = "Parallel Models of Associative Memory", publisher = "Erlbaum", address = "Hillsdale", year = 1981, } @book{Anderson88, editor = "Anderson, J.A. and E. Rosenfeld", title = "Neurocomputing: Foundations of Research", publisher = "MIT Press", address = "Cambridge", year = 1988, } @inproceedings{Anderson89, author = "Anderson, S. and J.W.L. Merrill and R. Port", title = "Dynamic Speech Categorization with Recurrent Networks", pages = "398--406", editor = "D. Touretzky and G. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @article{Angeniol88, author = "Ang\'eniol, B. and G. de La Croix Vaubois and J.-Y. Le Texier", title = "Self-Organizing Feature Maps and the Travelling Salesman Problem", pages = "289--293", journal = nn, volume = 1, year = 1988, } @book{Arbib87, author = "Arbib, M.A.", title = "Brains, Machines, and Mathematics", publisher = "Springer-Verlag", address = "Berlin", year = 1987, } @article{Bachmann87, author = "Bachmann, C.M. and L.N. Cooper and A. Dembo and O. Zeitouni", title = "A Relaxation Model for Memory with High Storage Density", pages = "7529--7531", journal = PNAS, volume = 84, year = 1987, } @mastersthesis{Bachrach88, author = "Bachrach, J.", title = "Learning to Represent State", school = "University of Massachusetts", address = "Amherst", year = 1988, } @article{Baldi89, author = "Baldi, P. and K. Hornik", title = "Neural Networks and Principal Component Analysis: Learning from Examples Without Local Minima", pages = "53--58", journal = nn, volume = 2, year = 1989, } @article{Barhen89, author = "Barhen, J. and S. Gulati and M. Zak", title = "Neural Learning of Constrained Nonlinear Transformations", pages = "67--76", journal = computer, month = "June", year = 1989, } @article{Barlow89, author = "Barlow, H.B.", title = "Unsupervised Learning", pages = "295--311", journal = nc, volume = 1, year = 1989, } @article{Barto83, author = "Barto, A.G. and R.S. Sutton and C.W. Anderson", title = "Neuronlike Adaptive Elements That Can Solve Difficult Learning Control Problems", journal = ieeesmc, volume = 13, note = inAR, year = 1983, } @article{Barto85, author = "Barto, A.G. and P. Anandan", title = "Pattern Recognizing Stochastic Learning Automata", pages = "360--375", journal = ieeesmc, volume = 15, year = 1985, } @inproceedings{Barto87, author = "Barto, A.G. and M.I. Jordan", title = "Gradient Following Without Back-Propagation in Layered Networks", pages = "629--636", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @incollection{Barto91, author = "Barto, A.G. and R.S. Sutton and C.J.C.H. Watkins", title = "Learning and Sequential Decision Making", editor = "M. Gabriel and J.W. Moore", booktitle = "Learning and Computational Neuroscience", publisher = "MIT Press", address = "Cambridge", year = 1991, } @inproceedings{Baum86, author = "Baum, E.B.", title = "Towards Practical ``Neural'' Computation for Combinatorial Optimization Problems", pages = "53--58", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @inproceedings{Baum88, author = "Baum, E.B. and F. Wilczek", title = "Supervised Learning of Probability Distributions by Neural Networks", pages = "52--61", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @article{Baum89, author = "Baum, E.B. and D. Haussler", title = "What Size Net Gives Valid Generalization?", pages = "151--160", journal = nc, volume = 1, year = 1989, } @inproceedings{Becker89, author = "Becker, S. and Y. Le Cun", title = "Improving the Convergence of Back-Propagation Learning with Second Order Methods", pages = "29--37", editor = "D. Touretzky and G. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @inproceedings{Bengio90, author = "Bengio, Y. and R. Cardin and R. De Mori", title = "Speaker Independent Speech Recognition with Neural Networks and Speech Knowledge", pages = "218--225", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @article{Beurle56, author = "Beurle, R.L.", title = "Properties of a Mass of Cells Capable of Regenerating Pulses", pages = "55--94", journal = PTRSL, volume = 240, year = 1956, } @article{Bienenstock82, author = "Bienenstock, E.L. and L.N. Cooper and P.W. Munro", title = "Theory for the Development of Neuron Selectivity: Orientation Specificity and Binocular Interaction in Visual Cortex", journal = jneuro, volume = 2, note = inAR, year = 1982, } @inproceedings{Bilbro89a, author = "Bilbro, G. and R. Mann and T.K. Miller and W.E. Snyder and D.E. Van den Bout and M. White", title = "Optimization by Mean Field Annealing", pages = "91--98", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @inproceedings{Bilbro89b, author = "Bilbro, G.L. and W. Snyder", title = "Range Image Restoration Using Mean Field Annealing", pages = "594--601", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @article{Binder86, author = "Binder, K. and A.P. Young", title = "Spin Glasses: Experimental Facts, Theoretical Concepts, and Open Questions", pages = "801--976", journal = rmp, volume = 58, year = 1986, } @book{Binder88, author = "Binder, K. and D.W. Heerman", title = "Monte Carlo Simulation in Statistical Mechanics", publisher = "Springer-Verlag", address = "Berlin", year = 1988, } @article{Blakemore70, author = "Blakemore, C. and G.F. Cooper", title = "Development of the Brain Depends on the Visual Environment", pages = "477--478", journal = nature, volume = 228, year = 1970, } @article{Block62, author = "Block, H.D.", title = "The Perceptron: A Model for Brain Functioning", journal = rmp, volume = 34, note = inAR, year = 1962, } @inproceedings{Blumer86, author = "Blumer, A. and A. Ehrenfeucht and D. Haussler and M. Warmuth", title = "Classifying Learnable Geometric Concepts with the Vapnik-Chervonenkis Dimension", pages = "273--282", booktitle = "Proceedings of the Eighteenth Annual ACM Symposium on Theory of Computing", organization = "(Berkeley 1986)", publisher = "ACM", address = "Salem", year = 1986, } @article{Bohr88, author = "Bohr, H. and J. Bohr and S. Brunak and R.M.J. Cotterill and B. Lautrup and L. N\o rskov and O.H. Olsen and S.B. Petersen", title = "Protein Secondary Structure and Homology by Neural Networks: The $\alpha$-Helices in Rhodopsin", pages = "223--228", journal = febsl, volume = 241, year = 1988, } @article{Bourland88, author = "Bourland, H. and Y. Kamp", title = "Auto-Association by Multilayer Perceptrons and Singular Value Decomposition", pages = "291--294", journal = biocyb, volume = 59, year = 1988, } @inproceedings{Brandt88, author = "Brandt, R.D. and Y. Wang and A.J. Laub and S.K. Mitra", title = "Alternative Networks for Solving the Travelling Salesman Problem and the List-Matching Problem", pages = "333--340", booktitle = icnn, volume = 2, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Brunak89, author = "Brunak, S. and B. Lautrup", title = "Liniedeling med et Neuralt Nev{\ae}rk", pages = "55--74", journal = SAML, volume = 14, year = 1989, } @book{Brunak90, author = "Brunak, S. and B. Lautrup", title = "Neural Networks: Computers with Intuition", publisher = "World Scientific", address = "Singapore", year = 1990, } @book{Bryson69, author = "Bryson, A.E. and Y.-C. Ho", title = "Applied Optimal Control", publisher = "Blaisdell", address = "New York", year = 1969, } @article{Buhmann87, author = "Buhmann, J. and K. Schulten", title = "Noise-Driven Temporal Association in Neural Networks", pages = "1205--1209", journal = eul, volume = 4, year = 1987, } @inproceedings{Buhmann88, author = "Buhmann, J. and K. Schulten", title = "Storing Sequences of Biased Patterns in Neural Networks with Stochastic Dynamics", pages = "231--242", editor = "R. Eckmiller and Ch. von der Malsburg", booktitle = "Neural Computers", organization = "(Neuss 1987)", publisher = "Springer-Verlag", address = "Berlin", year = 1988, } @inproceedings{Burr88, author = "Burr, D.J.", title = "An Improved Elastic Net Method for the Travelling Salesman Problem", pages = "69--76", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Caianiello61, author = "Caianiello, E.R.", title = "Outline of a Theory of Thought and Thinking Machines", pages = "204--235", journal = jtb, volume = 1, year = 1961, } @article{Canning88, author = "Canning, A. and E. Gardner", title = "Partially Connected Models of Neural Networks", pages = "3275--3284", journal = jpa, volume = 21, year = 1988, } @article{Carpenter87a, author = "Carpenter, G.A. and S. Grossberg", title = "A Massively Parallel Architecture for a Self-Organizing Neural Pattern Recognition Machine", pages = "54--115", journal = cvgip, volume = 37, year = 1987, } @article{Carpenter87b, author = "Carpenter, G.A. and S. Grossberg", title = "ART2: Self-Organization of Stable Category Recognition Codes for Analog Input Patterns", pages = "4919--4930", journal = applopt, volume = 26, year = 1987, } @article{Carpenter88, author = "Carpenter, G.A. and S. Grossberg", title = "The ART of Adaptive Pattern Recognition by a Self-Organizing Neural Network", pages = "77--88", journal = computer, month = "March", year = 1988, } @article{Casdagli89, author = "Casdagli, M.", title = "Nonlinear Prediction of Chaotic Time Series", pages = "335--356", journal = physicaD, volume = 35, year = 1989, } @inproceedings{Cater87, author = "Cater, J.P.", title = "Successfully Using Peak Learning Rates of 10 (and Greater) in Back-Propagation Networks with the Heuristic Learning Algorithm", pages = "645--651", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @book{Caudill89, author = "Caudill, M.", title = "Neural Networks Primer", publisher = "Miller Freeman", address = "San Francisco", year = 1989, } @inproceedings{Chauvin89, author = "Chauvin, Y.", title = "A Back-Propagation Algorithm with Optimal Use of Hidden Units", pages = "519--526", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @article{Cleeremans89, author = "Cleeremans, A. and D. Servan-Schreiber and J.L. McClelland", title = "Finite State Automata and Simple Recurrent Networks", pages = "372--381", journal = nc, volume = 1, year = 1989, } @article{Cohen83, author = "Cohen, M.A. and S. Grossberg", title = "Absolute Stability of Global Pattern Formation and Parallel Memory Storage by Competitive Neural Networks", pages = "815--826", journal = ieeesmc, volume = 13, year = 1983, } @article{Cohen86, author = "Cohen, M.S.", title = "Design of a New Medium for Volume Holographic Information Processing", pages = "2228--2294", journal = applopt, volume = 25, year = 1986, } @article{Coolen88, author = "Coolen, A.C.C. and C.C.A.M. Gielen", title = "Delays in Neural Networks", pages = "281--285", journal = eul, volume = 7, year = 1988, } @incollection{Cooper73, author = "Cooper, L.N.", title = "A Possible Organization of Animal Memory and Learning", pages = "252--264", editor = "B. Lundqvist and S. Lundqvist", booktitle = "Collective Properties of Physical Systems", note = inAR, publisher = "Academic Press", address = "New York", year = 1973, } @article{Cortes87, author = "Cortes, C. and A. Krogh and J.A. Hertz", title = "Hierarchical Associative Networks", pages = "4449--4455", journal = jpa, volume = 20, year = 1987, } @inproceedings{Cortes89, author = "Cortes, C. and J.A. Hertz", title = "A Network System for Image Segmentation", pages = "121--127", booktitle = ijcnn, volume = 1, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @inproceedings{Cottrell87, author = "Cottrell, G.W. and P. Munro and D. Zipser", title = "Learning Internal Representations from Gray-Scale Images: An Example of Extensional Programming", pages = "462--473", booktitle = "Ninth Annual Conference of the Cognitive Science Society", organization = "(Seattle 1987)", publisher = "Erlbaum", address = "Hillsdale", year = 1987, } @article{Cottrell86, author = "Cottrell, M. and J.C. Fort", title = "A Stochastic Model of Retinotopy: A Self Organizing Process", pages = "405--411", journal = biocyb, volume = 53, year = 1986, } @article{Cover65, author = "Cover, T.M.", title = "Geometrical and Statistical Properties of Systems of Linear Inequalities with Applications in Pattern Recognition", pages = "326--334", journal = ieeetec, volume = 14, year = 1965, } @article{Cowan88a, author = "Cowan, J.D. and D.H. Sharp", title = "Neural Nets and Artificial Intelligence", pages = "85--121", journal = daed, volume = 117, year = 1988, } @article{Cowan88b, author = "Cowan, J.D. and D.H. Sharp", title = "Neural Nets", pages = "365--427", journal = qrb, volume = 21, year = 1988, } @article{Cragg54, author = "Cragg, B.G. and H.N.V. Temperley", title = "The Organization of Neurones: A Cooperative Analogy", pages = "85--92", journal = EEGCN, volume = 6, year = 1954, } @article{Cragg55, author = "Cragg, B.G. and H.N.V. Temperley", title = "Memory: The Analogy with Ferromagnetic Hysteresis", pages = "04--316", journal = brain, volume = 78, year = 0, } @article{Crick89, author = "Crick, F.", title = "The Recent Excitement About Neural Networks", pages = "129--132", journal = nature, volume = 337, year = 1989, } @article{Crisanti86, author = "Crisanti, A. and D.J. Amit and H. Gutfreund", title = "Saturation Level of the Hopfield Model for Neural Network", pages = "337--341", journal = eul, volume = 2, year = 1986, } @article{Crisanti87, author = "Crisanti, A. and H. Sompolinsky", title = "Dynamics of Spin Systems with Randomly Asymmetric Bonds: Langevin Dynamics and a Spherical Model", pages = "4922--4939", journal = prA, volume = 36, year = 1987, } @techreport{Cybenko88, author = "Cybenko, G.", title = "Continuous Valued Neural Networks with Two Hidden Layers Are Sufficient", institution = "Department of Computer Science, Tufts University", address = "Medford, MA", year = 1988, } @article{Cybenko89, author = "Cybenko, G.", title = "Approximation by Superpositions of a Sigmoidal Function", pages = "303--314", journal = mcss, volume = 2, year = 1989, } @article{Dehaene87, author = "Dehaene, S. and J.-P. Changeux and J.-P. Nadal", title = "Neural Networks That Learn Temporal Sequences by Selection", pages = "2727--2731", journal = PNAS, volume = 84, year = 1987, } @inproceedings{Denker86, author = "Denker, J.", title = "Neural Network Refinements and Extensions", pages = "121--128", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @article{Denker87, author = "Denker, J. and D. Schwartz and B. Wittner and S. Solla and R. Howard and L. Jackel and J. Hopfield", title = "Large Automatic Learning, Rule Extraction, and Generalization", pages = "877--922", journal = cs, volume = 1, year = 1987, } @article{Derrida87, author = "Derrida, B. and E. Gardner and A. Zippelius", title = "An Exactly Soluble Asymmetric Neural Network Model", pages = "167--173", journal = eul, volume = 4, year = 1987, } @techreport{Derthick84, author = "Derthick, M.", title = "Variations on the Boltzmann Machine", number = "CMU--CS--84--120", institution = "Department of Computer Science, Carnegie Mellon University", address = "Pittsburgh, PA", year = 1984, } @inproceedings{DeSieno88, author = "DeSieno, D.", title = "Adding a Conscience to Competitive Learning", pages = "117--124", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @book{Devijver82, author = "Devijver, P.A. and J. Kittler", title = "Pattern Recognition: A Statistical Approach", publisher = "Prentice-Hall", address = "London", year = 1982, } @article{Diederich87, author = "Diederich, S. and M. Opper", title = "Learning of Correlated Patterns in Spin-Glass Networks by Local Learning Rules", pages = "949--952", journal = prl, volume = 58, year = 1987, } @book{Duda73, author = "Duda, R.O. and P.E. Hart", title = "Pattern Classification and Scene Analysis", publisher = "Wiley", address = "New York", year = 1973, } @article{Durbin87, author = "Durbin, R. and D. Willshaw", title = "An Analogue Approach to the Travelling Salesman Problem Using an Elastic Net Method", pages = "689--691", journal = nature, volume = 326, year = 1987, } @article{Elman88, author = "Elman, J.L. and D. Zipser", title = "Learning the Hidden Structure of Speech", pages = "1615--1626", journal = jasa, volume = 83, year = 1988, } @article{Elman90, author = "Elman, J.L.", title = "Finding Structure in Time", pages = "179--211", journal = cogsci, volume = 14, year = 1990, } @inproceedings{Fahlman89, author = "Fahlman, S.E.", title = "Fast-Learning Variations on Back-Propagation: An Empirical Study", pages = "38--51", editor = "D. Touretzky and G. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @inproceedings{Fahlman90, author = "Fahlman, S.E. and C. Lebiere", title = "The Cascade-Correlation Learning Architecture", pages = "524--532", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @article{Farhat85, author = "Farhat, N.H. and D. Psaltis and A. Prata and E. Paek", title = "Optical Implementation of the Hopfield Model", journal = applopt, volume = 24, note = inAR, year = 1985, } @article{Farhat87, author = "Farhat, N.H.", title = "Optoelectronic Analogs of Self-Programming Neural Nets: Architectures and Methods for Implementing Fast Stochastic Learning by Simulated Annealing", pages = "5093--5103", journal = applopt, volume = 26, year = 1987, } @article{Farmer87, author = "Farmer, D. and J. Sidorowich", title = "Predicting Chaotic Time Series", pages = "845--848", journal = prl, volume = 59, year = 1987, } @incollection{Farmer88, author = "Farmer, D. and J. Sidorowich", title = "Exploiting Chaos to Predict the Future and Reduce Noise", pages = "277--330", editor = "W.C. Lee", booktitle = "Evolution, Learning, and Cognition", publisher = "World Scientific", address = "Singapore", year = 1988, } @article{Feldman82, author = "Feldman, J.A. and D.H. Ballard", title = "Connectionist Models and Their Properties", journal = cogsci, volume = 6, note = inAR, year = 1982, } @book{Feller68, author = "Feller, W.", title = "An Introduction to Probability Theory and Its Applications", volume = 1, publisher = "Wiley", address = "New York", year = 1968, } @book{Fischer90, author = "Fischer, K.H. and J.A. Hertz", title = "Spin Glasses", publisher = "Cambridge University Press", address = "Cambridge", year = 1990, } @inproceedings{Foldiak89, author = {F\"oldi\'ak, P.}, title = "Adaptive Network for Optimal Linear Feature Extraction", pages = "401--405", booktitle = ijcnn, volume = 1, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @inproceedings{Franzini87, author = "Franzini, M.A.", title = "Speech Recognition with Back Propagation", pages = "1702--1703", booktitle = "Proceedings of the Ninth Annual Conference of the IEEE Engineering in Medicine and Biology Society", organization = "(Boston 1987)", publisher = "IEEE", address = "New York", year = 1987, } @article{Frean90, author = "Frean, M", title = "The Upstart Algorithm: A Method for Constructing and Training Feedforward Neural Networks", pages = "198--209", journal = nc, volume = 2, year = 1990, } @article{Fu86, author = "Fu, Y. and P.W. Anderson", title = "Application of Statistical Mechanics to NP-Complete Problems in Combinatorial Optimization", pages = "1605--1620", journal = jpa, volume = 19, year = 1986, } @article{Fukushima75, author = "Fukushima, K.", title = "Cognitron: A Self-Organizing Multilayered Neural Network", pages = "121--136", journal = biocyb, volume = 20, year = 1975, } @article{Fukushima80, author = "Fukushima, K.", title = "Neocognitron: A Self-Organizing Neural Network Model for a Mechanism of Pattern Recognition Unaffected by Shift in Position", pages = "193--202", journal = biocyb, volume = 36, year = 1980, } @article{Fukushima83, author = "Fukushima, K. and S. Miyake and T. Ito", title = "Neocognitron: A Neural Network Model for a Mechanism of Visual Pattern Recognition", journal = ieeesmc, volume = 13, note = inAR, year = 1983, } @inproceedings{Gallant86, author = "Gallant, S.I.", title = "Optimal Linear Discriminants", pages = "849--852", booktitle = "Eighth International Conference on Pattern Recognition", organization = "(Paris 1986)", publisher = "IEEE", address = "New York", year = 1986, } @article{Gardner87, author = "Gardner, E.", title = "Maximum Storage Capacity in Neural Networks", pages = "481--485", journal = eul, volume = 4, year = 1987, } @article{Gardner88a, author = "Gardner, E.", title = "The Space of Interactions in Neural Network Models", pages = "257--270", journal = jpa, volume = 21, year = 1988, } @article{Gardner88b, author = "Gardner, E. and B. Derrida", title = "Optimal Storage Properties of Neural Network Models", pages = "271--284", journal = jpa, volume = 21, year = 1988, } @article{Gardner89a, author = "Gardner, E. and B. Derrida", title = "Three Unfinished Works on the Optimal Storage Capacity of Networks", pages = "1983--1994", journal = jpa, volume = 22, year = 1989, } @article{Gardner89b, author = "Gardner, E. and H. Gutfreund and I. Yekutieli", title = "The Phase Space of Interactions in Neural Networks with Definite Symmetry", pages = "1995--2008", journal = jpa, volume = 22, year = 1989, } @book{Garey79, author = "Garey, M.R. and D.S. Johnson", title = "Computers and Intractability: A Guide to the Theory of NP-Completeness", publisher = "Freeman", address = "New York", year = 1979, } @article{Geman84, author = "Geman, S and D. Geman", title = "Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images", journal = ieeetpami, volume = 6, note = inAR, year = 1984, } @article{Geszti87, author = "Geszti, T. and F. P\'azm\'andi", title = "Learning Within Bounds and Dream Sleep", pages = "L1299--L1303", journal = jpa, volume = 20, year = 1987, } @book{Geszti90, author = "Geszti, T.", title = "Physical Models of Neural Networks", publisher = "World Scientific", address = "Singapore", year = 1990, } @article{Glauber63, author = "Glauber, R.J.", title = "Time-Dependent Statistics of the Ising Model", pages = "294--307", journal = jmp, volume = 4, year = 1963, } @book{Goldberg89, author = "Goldberg, D.E.", title = "Genetic Algorithms in Search, Optimization, and Machine Learning", publisher = "Addison-Wesley", address = "Reading", year = 1989, } @article{Golomb90, author = "Golomb, D. and N. Rubin and H. Sompolinsky", title = "Willshaw Model: Associative Memory with Sparse Coding and Low Firing Rates", pages = "1843--1854", journal = prA, volume = 41, year = 1990, } @article{Gorman88a, author = "Gorman, R.P. and T.J. Sejnowski", title = "Analysis of Hidden Units in a Layered Network Trained to Classify Sonar Targets", pages = "75--89", journal = nn, volume = 1, year = 1988, } @article{Gorman88b, author = "Gorman, R.P. and T.J. Sejnowski", title = "Learned Classification of Sonar Targets Using a Massively-Parallel Network", pages = "1135--1140", journal = ieeetassp, volume = 36, year = 1988, } @inproceedings{Graf86, author = "Graf, H.P. and L.D. Jackel and R.E. Howard and B. Straughn and J.S. Denker and W. Hubbard and D.M. Tennant and D. Schwartz", title = "VLSI Implementation of a Neural Network Memory with Several Hundreds of Neurons", pages = "182--187", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @inproceedings{Graf88, author = "Graf, D.H. and W.R. LaLonde", title = "A Neural Controller for Collision-Free Movement of General Robot Manipulators", pages = "77--84", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Gray84, author = "Gray, R.M.", title = "Vector Quantization", pages = "4--29", journal = ieeeassp, month = "April", year = 1984, } @article{Grossberg67, author = "Grossberg, S.", title = "Nonlinear Difference-Differential Equations in Prediction and Learning Theory", pages = "1329--1334", journal = PNAS, volume = 58, year = 1967, } @article{Grossberg68a, author = "Grossberg, S.", title = "Some Nonlinear Networks Capable of Learning a Spatial Pattern of Arbitrary Complexity", pages = "368--372", journal = PNAS, volume = 59, year = 1968, } @article{Grossberg68b, author = "Grossberg, S.", title = "Some Physiological and Biochemical Consequences of Psychological Postulates", pages = "758--765", journal = PNAS, volume = 60, year = 1968, } @article{Grossberg69, author = "Grossberg, S.", title = "Embedding Fields: A Theory of Learning with Physiological Implications", pages = "209--239", journal = jmpsych, volume = 6, year = 1969, } @article{Grossberg72, author = "Grossberg, S.", title = "Neural Expectation: Cerebellar and Retinal Analogs of Cells Fired by Learnable or Unlearned Pattern Classes", pages = "49--57", journal = kyb, volume = 10, year = 1972, } @article{Grossberg76a, author = "Grossberg, S.", title = "Adaptive Pattern Classification and Universal Recoding: I. Parallel Development and Coding of Neural Feature Detectors", journal = biocyb, volume = 23, note = inAR, year = 1976, } @article{Grossberg76b, author = "Grossberg, S.", title = "Adaptive Pattern Classification and Universal Recoding: II. Feedback, Expectation, Olfaction, Illusions", pages = "187--202", journal = biocyb, volume = 23, year = 1976, } @article{Grossberg80, author = "Grossberg, S.", title = "How Does the Brain Build a Cognitive Code?", journal = psyrev, volume = 87, note = inAR, year = 1980, } @book{Grossberg87a, author = "Grossberg, S.", title = "The Adaptive Brain", volume = "1--2", publisher = "Elsevier", address = "Amsterdam", year = 1987, } @article{Grossberg87b, author = "Grossberg, S.", title = "Competitive Learning: From Interactive Activation to Adaptive Resonance", pages = "23--63", journal = cogsci, volume = 11, year = 1987, } @article{Grossman89, author = "Grossman, T. and R. Meir and E. Domany", title = "Learning by Choice of Internal Representations", pages = "555--575", journal = cs, volume = 2, year = 1989, } @inproceedings{Grossman90, author = "Grossman, T.", title = "The CHIR Algorithm for Feed Forward Networks with Binary Weights", pages = "516--523", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @article{Gutfreund88a, author = "Gutfreund, H.", title = "Neural Networks with Hierarchically Correlated Patterns", pages = "570--577", journal = prA, volume = 37, year = 1988, } @article{Gutfreund88b, author = "Gutfreund, H. and M. M\'ezard", title = "Processing of Temporal Sequences in Neural Networks", pages = "235--238", journal = prl, volume = 61, year = 1988, } @inproceedings{Gutzmann87, author = "Gutzmann, K.", title = "Combinatorial Optimization Using a Continuous State Boltzmann Machine", pages = "721--734", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 3, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @article{Gyorgyi90a, author = {Gy\"orgyi, G.}, title = "Inference of a Rule by a Neural Network with Thermal Noise", pages = "2957--2960", journal = prl, volume = 64, year = 1990, } @incollection{Gyorgyi90b, author = "Gyorgyi, G. and N. Tishby", title = "Statistical Theory of Learning a Rule", editor = "W.K. Theumann and R. Koeberle", booktitle = "Neural Networks and Spin Glasses", publisher = "World Scientific", address = "Singapore", year = 1990, } @inproceedings{Hanson89, author = "Hanson, S.J. and L. Pratt", title = "A Comparison of Different Biases for Minimal Network Construction with Back-Propagation", pages = "177--185", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @inproceedings{Harp90, author = "Harp, S.A. and T. Samad and A. Guha", title = "Designing Application-Specific Neural Networks Using the Genetic Algorithm", pages = "447--454", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @article{Hartman90, author = "Hartman, E.J. and J.D. Keeler and J.M. Kowalski", title = "Layered Neural Networks with Gaussian Hidden Units As Universal Approximations", pages = "210--215", journal = nc, volume = 2, year = 1990, } @book{Hebb49, author = "Hebb, D.O.", title = "The Organization of Behavior", note = partinAR, publisher = "Wiley", address = "New York", year = 1949, } @inproceedings{Hecht-Nielsen87a, author = "Hecht-Nielsen, R.", title = "Combinatorial Hypercompression", pages = "455--461", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @article{Hecht-Nielsen87b, author = "Hecht-Nielsen, R.", title = "Counterpropagation Networks", pages = "4979--4984", journal = applopt, volume = 26, year = 1987, } @article{Hecht-Nielsen88, author = "Hecht-Nielsen, R.", title = "Applications of Counterpropagation Networks", pages = "131--139", journal = nn, volume = 1, year = 1988, } @inproceedings{Hecht-Nielsen89, author = "Hecht-Nielsen, R.", title = "Theory of the Backpropagation Neural Network", pages = "593--605", booktitle = ijcnn, volume = 1, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @inproceedings{Hegde88, author = "Hegde, S.U. and J.L. Sweet and W.B. Levy", title = "Determination of Parameters in a Hopfield/Tank Computational Network", pages = "291--298", booktitle = icnn, volume = 2, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{vanHemmen79, author = "van Hemmen, J.L. and R.G. Palmer", title = "The Replica Method and a Solvable Spin Glass Model", pages = "563--580", journal = jpa, volume = 12, year = 1979, } @article{vanHemmen86, author = {van Hemmen, J.L. and R. K\"uhn}, title = "Nonlinear Neural Networks", pages = "913--916", journal = prl, volume = 57, year = 1986, } @article{vanHemmen90, author = {van Hemmen, J.L. and L.B. Ioffe and R. K\"uhn and M. Vaas}, title = "Increasing the Efficiency of a Neural Network through Unlearning", pages = "386--392", journal = physicaA, volume = 163, year = 1990, } @inproceedings{Hertz86, author = "Hertz, J.A. and G. Grinstein and S. Solla", title = "Memory Networks with Asymmetric Bonds", pages = "212--218", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @inproceedings{Hertz87, author = "Hertz, J.A. and G. Grinstein and S. Solla", title = "Irreversible Spin Glasses and Neural Networks", pages = "538--546", editor = "J.L. van Hemmen and I. Morgenstern", booktitle = "Heidelberg Colloquium on Glassy Dynamics", organization = "(Heidelberg 1986)", publisher = "Springer-Verlag", address = "Berlin", year = 1987, } @article{Hertz89a, author = "Hertz, J.A.", title = "A Gauge Theory in Computational Vision: A Model for Outline Extraction", pages = "161--167", journal = pscrip, volume = 39, year = 1989, } @article{Hertz89b, author = "Hertz, J.A. and A. Krogh and G.I. Thorbergsson", title = "Phase Transitions in Simple Learning", pages = "2133--2150", journal = jpa, volume = 22, year = 1989, } @techreport{Hertz90, author = "Hertz, J.A.", title = "Statistical Dynamics of Learning", number = "90/34 S", type = "Preprint", institution = "Nordita", address = "Copenhagen, Denmark", year = 1990, } @article{Herz89, author = {Herz, A. and B. Sulzer and R. K\"uhn and J.L. van Hemmen}, title = "Hebbian Learning Reconsidered: Representation of Static and Dynamic Objects in Associative Neural Nets", pages = "457--467", journal = biocyb, volume = 60, year = 1989, } @inproceedings{Hinton83, author = "Hinton, G.E. and T.J. Sejnowski", title = "Optimal Perceptual Inference", pages = "448--453", booktitle = "Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition", organization = "(Washington 1983)", publisher = "IEEE", address = "New York", year = 1983, } @incollection{Hinton86a, author = "Hinton, G.E. and T.J. Sejnowski", title = "Learning and Relearning in Boltzmann Machines", pages = "282--317", editor = "D.E. Rumelhart and J.L. McClelland", booktitle = pdp, volume = 1, chapter = 7, publisher = "MIT Press", address = "Cambridge", year = 1986, } @inproceedings{Hinton86b, author = "Hinton, G.E.", title = "Learning Distributed Representations of Concepts", pages = "1--12", booktitle = "Proceedings of the Eighth Annual Conference of the Cognitive Science Society", organization = "(Amherst 1986)", publisher = "Erlbaum", address = "Hillsdale", year = 1986, } @article{Hinton89, author = "Hinton, G.E.", title = "Deterministic Boltzmann Learning Performs Steepest Descent in Weight Space", pages = "143--150", journal = nc, volume = 1, year = 1989, } @article{Hopfield82, author = "Hopfield, J.J.", title = "Neural Networks and Physical Systems with Emergent Collective Computational Abilities", journal = PNAS, volume = 79, note = inAR, year = 1982, } @article{Hopfield83, author = "Hopfield, J.J. and D.I. Feinstein and R.G. Palmer", title = "``Unlearning'' Has a Stabilizing Effect in Collective Memories", pages = "158--159", journal = nature, volume = 304, year = 1983, } @article{Hopfield84, author = "Hopfield, J.J.", title = "Neurons with Graded Responses Have Collective Computational Properties Like Those of Two-State Neurons", journal = PNAS, volume = 81, note = inAR, year = 1984, } @article{Hopfield85, author = "Hopfield, J.J. and D.W. Tank", title = "``Neural'' Computation of Decisions in Optimization Problems", pages = "141--152", journal = biocyb, volume = 52, year = 1985, } @article{Hopfield86, author = "Hopfield, J.J. and D.W. Tank", title = "Computing with Neural Circuits: A Model", pages = "625--633", journal = science, volume = 233, year = 1986, } @article{Hopfield87, author = "Hopfield, J.J.", title = "Learning Algorithms and Probability Distributions in Feed-Forward and Feed-Back Networks", pages = "8429--8433", journal = PNAS, volume = 84, year = 1987, } @incollection{Hopfield89, author = "Hopfield, J.J. and D.W. Tank", title = "Neural Architecture and Biophysics for Sequence Recognition", pages = "363--377", editor = "J.H. Byrne and W.O. Berry", booktitle = "Neural Models of Plasticity", publisher = "Academic Press", address = "San Diego", year = 1989, } @article{Hornik89, author = "Hornik, K. and M. Stinchcombe and H. White", title = "Multilayer Feedforward Networks Are Universal Approximators", pages = "359--366", journal = nn, volume = 2, year = 1989, } @inproceedings{Hsu88, author = "Hsu, K. and D. Brady and D. Psaltis", title = "Experimental Demonstration of Optical Neural Computers", pages = "377--386", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @book{Huang87, author = "Huang, K.", title = "Statistical Mechanics", publisher = "Wiley", address = "New York", year = 1987, } @inproceedings{Huang88, author = "Huang, W.Y. and R.P. Lippmann", title = "Neural Net and Traditional Classifiers", pages = "387--396", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @article{Hubel62, author = "Hubel, D.H. and T.N. Wiesel", title = "Receptive Fields, Binocular Interaction, and Functional Architecture in the Cat's Visual Cortex", pages = "106--154", journal = jphysiol, volume = 160, year = 1962, } @inproceedings{Hueter88, author = "Hueter, G.J.", title = "Solution of the Travelling Salesman Problem with an Adaptive Ring", pages = "85--92", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @inproceedings{Hush88, author = "Hush, D.R. and J.M. Salas", title = "Improving the Learning Rate of Back-Propagation with the Gradient Reuse Algorithm", pages = "441--447", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Jacobs88, author = "Jacobs, R.A.", title = "Increased Rates of Convergence Through Learning Rate Adaptation", pages = "295--307", journal = nn, volume = 1, year = 1988, } @article{Johnson89, author = "Johnson, D.S. and C.R. Aragon and L.A. McGeoch and C. Schevon", title = "Optimization by Simulated Annealing: An Experimental Evaluation; Part I, Graph Partitioning", pages = "865--891", note = "Parts II and III expected to appear in 1990", journal = opres, volume = 37, year = 1989, } @book{Jolliffe86, author = "Jolliffe, I.T.", title = "Principal Component Analysis", publisher = "Springer-Verlag", address = "New York", year = 1986, } @inproceedings{Jordan86, author = "Jordan, M.I.", title = "Attractor Dynamics and Parallelism in a Connectionist Sequential Machine", pages = "531--546", booktitle = "Proceedings of the Eighth Annual Conference of the Cognitive Science Society", organization = "(Amherst 1986)", publisher = "Erlbaum", address = "Hillsdale", year = 1986, } @incollection{Jordan89, author = "Jordan, M.I.", title = "Serial Order: A Parallel, Distributed Processing Approach", editor = "J.L. Elman and D.E. Rumelhart", booktitle = "Advances in Connectionist Theory: Speech", publisher = "Erlbaum", address = "Hillsdale", year = 1989, } @inproceedings{Kahng89, author = "Kahng, A.B.", title = "Travelling Salesman Heuristics and Embedding Dimension in the Hopfield Model", pages = "513--520", booktitle = ijcnn, volume = 1, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @article{Kammen88, author = "Kammen, D.M. and A.L. Yuille", title = "Spontaneous Symmetry-Breaking Energy Functions and the Emergence of Orientation Selective Cortical Cells", pages = "23--31", journal = biocyb, volume = 59, year = 1988, } @book{Kandel85, author = "Kandel, E.R. and J.H. Schwartz", title = "Principles of Neural Science", edition = 2, publisher = "Elsevier", address = "New York", year = 1985, } @article{Kanter87, author = "Kanter, I. and H. Sompolinsky", title = "Associative Recall of Memory Without Errors", pages = "380--392", journal = prA, volume = 35, year = 1987, } @article{Kerszberg90, author = "Kerszberg, M. and A. Zippelius", title = "Synchronization in Neural Assemblies", pages = "54--64", journal = pscrip, volume = "T33", year = 1990, } @incollection{Kinzel90, author = "Kinzel, W. and M. Opper", title = "Dynamics of Learning", editor = "E. Domany and J.L. van Hemmen and K. Schulten", booktitle = "Physics of Neural Networks", volume = 1, publisher = "Springer-Verlag", address = "Berlin", year = 1990, } @article{Kirkpatrick83, author = "Kirkpatrick, S. and C.D. Gelatt Jr. and and M.P. Vecchi", title = "Optimization by Simulated Annealing", journal = science, volume = 220, note = inAR, year = 1983, } @article{Kirkpatrick85, author = "Kirkpatrick, S. and G. Toulouse", title = "Configuration Space Analysis of Travelling Salesman Problems", pages = "1277--1292", journal = jpp, volume = 46, year = 1985, } @article{Kleinfeld86, author = "Kleinfeld, D.", title = "Sequential State Generation by Model Neural Networks", pages = "9469--9473", journal = PNAS, volume = 83, year = 1986, } @incollection{Kleinfeld89, author = "Kleinfeld, D. and H. Sompolinsky", title = "Associative Network Models for Central Pattern Generators", pages = "195--246", editor = "C. Koch and I. Segev", booktitle = "Methods in Neuronal Modeling: From Synapses to Networks", publisher = "MIT Press", address = "Cambridge", year = 1989, } @book{Klopf82, author = "Klopf, A.H.", title = "The Hedonistic Neuron: A Theory of Memory, Learning, and Intelligence", publisher = "Hemisphere", address = "Washington", year = 1982, } @article{Koch86, author = "Koch, C. and J. Marroquin and A. Yuille", title = "Analog ``Neuronal'' Networks in Early Vision", pages = "4263--4267", journal = PNAS, volume = 83, year = 1986, } @inproceedings{Koch88, author = "Koch, C. and J. Luo and C. Mead and J. Hutchinson", title = "Computing Motion Using Resistive Networks", pages = "422--431", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @article{Kohonen74, author = "Kohonen, T.", title = "An Adaptive Associative Memory Principle", pages = "444--445", journal = ieeetc, volume = "C-23", year = 1974, } @article{Kohonen82, author = "Kohonen, T.", title = "Self-Organized Formation of Topologically Correct Feature Maps", journal = biocyb, volume = 43, note = inAR, year = 1982, } @inproceedings{Kohonen84, author = {Kohonen, T. and K. M\"akisara and T. Saram\"aki}, title = "Phonotopic Maps --- Insightful Representation of Phonological Features for Speech Recognition", pages = "182--185", booktitle = "Proceedings of the Seventh International Conference on Pattern Recognition", organization = "(Montreal 1984)", publisher = "IEEE", address = "New York", year = 1984, } @inproceedings{Kohonen88, author = "Kohonen, T. and G. Barna and R. Chrisley", title = "Statistical Pattern Recognition with Neural Networks: Benchmarking Studies", pages = "61--68", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @book{Kohonen89, author = "Kohonen, T.", title = "Self-Organization and Associative Memory", edition = 3, publisher = "Springer-Verlag", address = "Berlin", year = 1989, } @inproceedings{Kramer89, author = "Kramer, A.H. and A. Sangiovanni-Vincentelli", title = "Efficient Parallel Learning Algorithms for Neural Networks", pages = "40--48", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @article{Krauth89, author = "Krauth, W. and M. M\'ezard", title = "The Cavity Method and the Travelling-Salesman Problem", pages = "213--218", journal = eul, volume = 8, year = 1989, } @book{Krishnaiah82, editor = "Krishnaiah, P.R. and L.N. Kanal", title = "Classification, Pattern Recognition, and Reduction of Dimensionality", series = "Handbook of Statistics", volume = 2, publisher = "North Holland", address = "Amsterdam", year = 1982, } @article{Krogh88, author = "Krogh, A. and J.A. Hertz", title = "Mean Field Analysis of Hierarchical Associative Networks with Magnetization", pages = "2211--2224", journal = jpa, volume = 21, year = 1988, } @inproceedings{Krogh90a, author = "Krogh, A. and G.I. Thorbergsson and J.A. Hertz", title = "A Cost Function for Internal Representations", pages = "733--740", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @inproceedings{Krogh90b, author = "Krogh, A. and J.A. Hertz", title = "Hebbian Learning of Principal Components", pages = "183--186", editor = "R. Eckmiller and G. Hartmann and G. Hauske", booktitle = "Parallel Processing in Neural Systems and Computers", organization = {(D\"usseldorf 1990)}, publisher = "Elsevier", address = "Amsterdam", year = 1990, } @book{Kullback59, author = "Kullback, S.", title = "Information Theory and Statistics", publisher = "Wiley", address = "New York", year = 1959, } @book{Kushner78, author = "Kushner, H.J. and D.S. Clark", title = "Stochastic Approximation Methods for Constrained and Unconstrained Systems", publisher = "Springer-Verlag", address = "New York", year = 1978, } @article{Lapedes86a, author = "Lapedes, A. and R. Farber", title = "A Self-Optimizing, Nonsymmetrical Neural Net for Content Addressable Memory and Pattern Recognition", pages = "247--259", journal = physicaD, volume = 22, year = 1986, } @inproceedings{Lapedes86b, author = "Lapedes, A. and R. Farber", title = "Programming a Massively Parallel, Computation Universal System: Static Behavior", pages = "283--298", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @techreport{Lapedes87, author = "Lapedes, A. and R. Farber", title = "Nonlinear Signal Processing Using Neural Networks: Prediction and System Modelling", number = "LA--UR--87--2662", institution = "Los Alamos National Laboratory", address = "Los Alamos, NM", year = 1987, } @inproceedings{Lapedes88, author = "Lapedes, A. and R. Farber", title = "How Neural Nets Work", pages = "442--456", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @book{Lawler76, author = "Lawler, E.L.", title = "Combinatorial Optimization: Networks and Matroids", publisher = "Holt-Rinehart-Winston", address = "New York", year = 1976, } @book{Lawler85, editor = "Lawler, E.L. and J.K. Lenstra and A.H.G. Rinnooy Kan and D.B. Shmoys", title = "The Travelling Salesman Problem", publisher = "Wiley", address = "Chichester", year = 1985, } @inproceedings{LeCun85, author = "Le Cun, Y.", title = "Une Proc\'edure d'Apprentissage pour R\'eseau \`a Seuil Assym\'etrique", pages = "599--604", booktitle = "Cognitiva 85: A la Fronti\`ere de l'Intelligence Artificielle des Sciences de la Connaissance des Neurosciences", organization = "(Paris 1985)", publisher = "CESTA", address = "Paris", year = 1985, } @article{LeCun89, author = "Le Cun, Y. and B. Boser and J.S. Denker and D. Henderson and R.E. Howard and W. Hubbard and L.D. Jackel", title = "Backpropagation Applied to Handwritten Zip Code Recognition", pages = "541--551", journal = nc, volume = 1, year = 1989, } @inproceedings{LeCun90a, author = "Le Cun, Y. and B. Boser and J.S. Denker and D. Henderson and R.E. Howard and W. Hubbard and L.D. Jackel", title = "Handwritten Digit Recognition with a Back-Propagation Network", pages = "396--404", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @inproceedings{LeCun90b, author = "Le Cun, Y. and J.S. Denker and S.A. Solla", title = "Optimal Brain Damage", pages = "598--605", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @inproceedings{vonLehman88, author = "von Lehman, A. and E.G. Paek and P.F. Liao and A. Marrakchi and J.S. Patel", title = "Factors Influencing Learning by Back-Propagation", pages = "335--341", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @incollection{Liang83, author = "Liang, F.M.", title = "Ph.D.\ Thesis", editor = "D.E. Knuth", booktitle = "The \TeX Book", publisher = "Addison-Wesley", address = "Reading", year = 1986, } @article{Lin73, author = "Lin, S. and B.W. Kernighan", title = "An Effective Heuristic Algorithm for the Travelling Salesman Problem", pages = "498--516", journal = opres, volume = 21, year = 1973, } @article{Linsker86, author = "Linsker, R.", title = "From Basic Network Principles to Neural Architecture", pages = "7508-7512, 8390--8394, 8779--8783", journal = PNAS, volume = 83, year = 1986, } @article{Linsker88, author = "Linsker, R.", title = "Self-Organization in a Perceptual Network", pages = "105--117", journal = computer, month = "March", year = 1988, } @article{Lippmann87, author = "Lippmann, R.P.", title = "An Introduction to Computing with Neural Nets", pages = "4--22", journal = ieeeassp, month = "April", year = 1987, } @article{Lippmann89, author = "Lippmann, R.P.", title = "Review of Neural Networks for Speech Recognition", pages = "1--38", journal = nc, volume = 1, year = 1989, } @inproceedings{Lister90, author = "Lister, R.", title = "Segment Reversal and the TSP", pages = "424--427", booktitle = ijcnn, volume = 1, organization = "(Washington 1990)", publisher = "Erlbaum", address = "Hillsdale", year = 1990, } @article{Little74, author = "Little, W.A.", title = "The Existence of Persistent States in the Brain", pages = "101--120", journal = mbio, volume = 19, year = 1974, } @article{Little75, author = "Little, W.A. and G.L. Shaw", title = "A Statistical Theory of Short and Long Term Memory", journal = behbio, volume = 14, note = inAR, year = 1975, } @article{Little78, author = "Little, W.A. and G.L. Shaw", title = "Analytic Study of the Memory Storage Capacity of a Neural Network", pages = "281--290", journal = mbio, volume = 39, year = 1978, } @book{Luenberger86, author = "Luenberger, D.G.", title = "Linear and Nonlinear Programming", publisher = "Addison-Wesley", address = "Reading", year = 1986, } @book{Ma85, author = "Ma, S.-K.", title = "Statistical Mechanics", publisher = "World Scientific", address = "Philadelphia", year = 1985, } @article{MacKay90, author = "MacKay, D.J.C. and K.D. Miller", title = "Analysis of Linsker's Simulation of Hebbian Rules", pages = "173--187", journal = nc, volume = 2, year = 1990, } @article{Mackey77, author = "Mackey, M.C. and L. Glass", title = "Oscillation and Chaos in Physiological Control Systems", pages = "287", journal = science, volume = 197, year = 1977, } @inproceedings{Makram-Ebeid89, author = "Makram-Ebeid, S. and J.-A. Sirat and J.-R. Viala", title = "A Rationalized Back-Propagation Learning Algorithm", pages = "373--380", booktitle = ijcnn, volume = 2, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @article{vonderMalsburg73, author = "von der Malsburg, Ch.", title = "Self-Organization of Orientation Sensitive Cells in the Striate Cortex", journal = kyb, volume = 14, note = inAR, year = 1973, } @article{vonderMalsburg82, author = "von der Malsburg, Ch. and J.D. Cowan", title = "Outline of a Theory for the Ontogenesis of Iso-Orientation Domains in Visual Cortex", pages = "49--56", journal = biocyb, volume = 45, year = 1982, } @book{Mandelbrot82, author = "Mandelbrot, B.B.", title = "The Fractal Geometry of Nature", publisher = "Freeman", address = "San Francisco", year = 1982, } @article{Marchand90, author = "Marchand, M. and M. Golea and P. Ruj\'an", title = "A Convergence Theorem for Sequential Learning in Two-Layer Perceptrons", pages = "487--492", journal = eul, volume = 11, year = 1990, } @article{Marr69, author = "Marr, D.", title = "A Theory of Cerebellar Cortex", pages = "437--470", journal = jphysiol, volume = 202, year = 1969, } @article{Marr70, author = "Marr, D.", title = "A Theory for Cerebral Neocortex", pages = "161--234", journal = PRSLB, volume = 176, year = 1970, } @article{Marr71, author = "Marr, D.", title = "Simple Memory: A Theory for Archicortex", pages = "23--81", journal = PTRSL, volume = 262, year = 1971, } @article{Marr76, author = "Marr, D. and T. Poggio", title = "Cooperative Computation of Stereo Disparity", journal = science, volume = 194, note = inAR, year = 1976, } @book{Marr82, author = "Marr, D.", title = "Vision", note = partinAR, publisher = "Freeman", address = "San Francisco", year = 1982, } @article{Mattis76, author = "Mattis, D.", title = "Solvable Spin Systems with Random Interactions", pages = "421--422", journal = plettA, volume = 56, year = 1976, } @inproceedings{Mazaika87, author = "Mazaika, P.K.", title = "A Mathematical Model of the Boltzmann Machine", pages = "157--163", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 3, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @book{McClelland86a, author = "J.L. McClelland and Rumelhart, D.E. and the PDP Research Group", title = "Parallel Distributed Processing: Explorations in the Microstructure of Cognition", volume = 2, publisher = "MIT Press", address = "Cambridge", year = 1986, } @incollection{McClelland86b, author = "McClelland, J.L. and J.L. Elman", title = "Interactive Processes in Speech Perception: The TRACE Model", pages = "58--121", editor = "J.L. McClelland and D.E. Rumelhart", booktitle = pdp, volume = 2, chapter = 15, publisher = "MIT Press", address = "Cambridge", year = 1986, } @book{McClelland88, author = "McClelland, J.L. and D.E. Rumelhart", title = "Explorations in Parallel Distributed Processing", publisher = "MIT Press", address = "Cambridge", year = 1988, } @article{McCulloch43, author = "McCulloch, W.S. and W. Pitts", title = "A Logical Calculus of Ideas Immanent in Nervous Activity", journal = bmbiophys, volume = 5, note = inAR, year = 1943, } @article{McEliece87, author = "McEliece, R.J. and E.C. Posner and E.R. Rodemich and S.S. Venkatesh", title = "The Capacity of the Hopfield Associative Memory", pages = "461--482", journal = ieeeit, volume = 33, year = 1987, } @inproceedings{McInerny89, author = "McInerny, J.M. and K.G. Haines and S. Biafore and R. Hecht-Nielsen", title = "Back Propagation Error Surfaces Can Have Local Minima", pages = "627", booktitle = ijcnn, volume = 2, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @book{Mead89, author = "Mead, C.", title = "Analog VLSI and Neural Systems", publisher = "Addison Wesley", address = "Reading", year = 1989, } @article{Metropolis53, author = "Metropolis, N. and A.W. Rosenbluth and M.N. Rosenbluth and A.H. Teller and E. Teller", title = "Equation of State Calculations for Fast Computing Machines", pages = "1087--1092", journal = jcp, volume = 21, year = 1953, } @article{Mezard85, author = "M\'ezard, M. and G. Parisi", title = "Replicas and Optimization", pages = "771--778", journal = jppl, volume = 46, year = 1985, } @article{Mezard86, author = "M\'ezard, M. and G. Parisi", title = "A Replica Analysis of the Travelling Salesman Problem", pages = "1285--1296", journal = jpp, volume = 47, year = 1986, } @book{Mezard87, author = "M\'ezard, M. and G. Parisi and M.A. Virasoro", title = "Spin Glass Theory and Beyond", publisher = "World Scientific", address = "Singapore", year = 1987, } @article{Mezard88, author = "M\'ezard, M. and G. Parisi", title = "The Euclidean Matching Problem", pages = "2019--2025", journal = jpp, volume = 49, year = 1988, } @article{Mezard89, author = "M\'ezard, M. and J.-P. Nadal", title = "Learning in Feedforward Layered Networks: The Tiling Algorithm", pages = "2191--2204", journal = jpa, volume = 22, year = 1989, } @inproceedings{Miller89, author = "Miller, G.F. and P.M. Todd and S.U. Hegde", title = "Designing Neural Networks Using Genetic Algorithms", pages = "379--384", editor = "J.D. Schaffer", booktitle = "Proceedings of the Third International Conference on Genetic Algorithms", organization = "(Arlington 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @book{Minsky67, author = "Minsky, M.L.", title = "Computation: Finite and Infinite Machines", publisher = "Prentice-Hall", address = "Englewood Cliffs", year = 1967, } @book{Minsky69, author = "Minsky, M.L. and S.A. Papert", title = "Perceptrons", note = partinAR, publisher = "MIT Press", address = "Cambridge", year = 1969, } @article{Mitchison89, author = "Mitchison, G.J. and R.M. Durbin", title = "Bounds on the Learning Capacity of Some Multi-Layer Networks", pages = "345--356", journal = biocyb, volume = 60, year = 1989, } @inproceedings{Montana89, author = "Montana, D.J. and L. Davis", title = "Training Feedforward Networks Using Genetic Algorithms", pages = "762--767", editor = "N.S. Sridharan", booktitle = "Eleventh International Joint Conference on Artificial Intelligence", organization = "(Detroit 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @inproceedings{Moody88, author = "Moody, J. and C. Darken", title = "Learning with Localized Receptive Fields", pages = "133--143", editor = "D. Touretzky and G. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1988, } @article{Moody89, author = "Moody, J. and C. Darken", title = "Fast Learning in Networks of Locally-Tuned Processing Units", pages = "281--294", journal = nc, volume = 1, year = 1989, } @inproceedings{Moore88, author = "Moore, B.", title = "ART1 and Pattern Clustering", pages = "174--185", editor = "D. Touretzky andG. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1988, } @article{Mozer89, author = "Mozer, M.C.", title = "A Focused Back-Propagation Algorithm for Temporal Pattern Recognition", pages = "349--381", journal = cs, volume = 3, year = 1989, } @inproceedings{Munro87, author = "Munro, P.", title = "A Dual Back-Propagation Scheme for Scalar Reward Learning", pages = "165--176", booktitle = "The Ninth Annual Conference of the Cognitive Science Society", organization = "(Seattle 1987)", publisher = "Erlbaum", address = "Hillsdale", year = 1987, } @article{Nadal86, author = "Nadal, J.-P. and G. Toulouse, J.-P. Changeux and S. Dehaene", title = "Networks of Formal Neurons and Memory Palimpsests", pages = "535--542", journal = eul, volume = 1, year = 1986, } @book{Narendra89, author = "Narendra, K. and M.A.L. Thathachar", title = "Learning Automata: An Introduction", publisher = "Prentice-Hall", address = "Englewood Cliffs", year = 1989, } @article{Nasrabadi88a, author = "Nasrabadi, N.M. and R.A. King", title = "Image Coding Using Vector Quantization: A Review", pages = "957--971", journal = ieeetcomm, volume = 36, year = 1988, } @inproceedings{Nasrabadi88b, author = "Nasrabadi, N.M. and Y. Feng", title = "Vector Quantization of Images Based upon the Kohonen Self-Organizing Feature Maps", pages = "101--108", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Nass75, author = "Nass, M.M. and L.N. Cooper", title = "A Theory for the Development of Feature Detecting Cells in Visual Cortex", pages = "1--18", journal = biocyb, volume = 19, year = 1975, } @article{Naylor88, author = "Naylor, J. and K.P. Li", title = "Analysis of a Neural Network Algorithm for Vector Quantization of Speech Parameters", pages = "310", journal = nnsupp, volume = 1, year = 1988, } @incollection{vonNeumann56, author = "von Neumann, J.", title = "Probabilistic Logics and the Synthesis of Reliable Organisms from Unreliable Components", pages = "43--98", editor = "C.E. Shannon and J. McCarthy", booktitle = "Automata Studies", publisher = "Princeton University Press", address = "Princeton", year = 1956, } @article{Niranjan90, author = "Niranjan, M. and F. Fallside", title = "Neural Networks and Radial Basis Functions in Classifying Static Speech Patterns", pages = "275--289", journal = cspla, volume = 4, year = 1990, } @article{Nishimori90, author = "Nishimori, H. and T. Nakamura and M. Shiino", title = "Retrieval of Spatio-Temporal Sequence in Asynchronous Neural Network", pages = "3346--3354", journal = prA, volume = 41, year = 1990, } @article{Nowlan88, author = "Nowlan, S.J.", title = "Gain Variation in Recurrent Error Propagation Networks", pages = "305--320", journal = cs, volume = 2, year = 1988, } @article{Oja82, author = "Oja, E.", title = "A Simplified Neuron Model As a Principal Component Analyzer", pages = "267--273", journal = jmathb, volume = 15, year = 1982, } @article{Oja85, author = "Oja, E. and J. Karhunen", title = "On Stochastic Approximation of the Eigenvectors and Eigenvalues of the Expectation of a Random Matrix", pages = "69--84", journal = jama, volume = 106, year = 1985, } @article{Oja89, author = "Oja, E.", title = "Neural Networks, Principal Components, and Subspaces", pages = "61--68", journal = ijns, volume = 1, year = 1989, } @article{Opper90, author = "Opper, M. and W. Kinzel and J. Kleinz and R. Nehl", title = "On the Ability of the Optimal Perceptron to Generalize", pages = "L581--L586", journal = jpa, volume = 23, year = 1990, } @article{Orland85, author = "Orland, H.", title = "Mean-Field Theory for Optimization Problems", pages = "763--770", journal = jppl, volume = 46, year = 1985, } @inproceedings{Owens89, author = "Owens, A.J. and D.L. Filkin", title = "Efficient Training of the Back Propagation Network by Solving a System of Stiff Ordinary Differential Equations", pages = "381--386", booktitle = ijcnn, volume = 2, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @article{Packard80, author = "Packard, N.H. and J.P Crutchfield and J.D. Farmer and R.S. Shaw", title = "Geometry from a Time Series", pages = "712--716", journal = prl, volume = 45, year = 1980, } @incollection{Palmer88, author = "Palmer, R.G.", title = "Statistical Mechanics Approaches to Complex Optimization Problems", pages = "177--193", editor = "P.W. Anderson and K.J. Arrow and D. Pines", booktitle = "The Economy As an Evolving Complex System", series = "SFI Studies in the Sciences of Complexity: Proceedings", volume = 5, publisher = "Addison-Wesley", address = "Redwood City", year = 1988, } @incollection{Palmer89, author = "Palmer, R.G.", title = "Neural Nets", pages = "439--461", editor = "D.L. Stein", booktitle = "Lectures in the Sciences of Complexity", series = "SFI Studies in the Sciences of Complexity: Lectures", volume = 1, publisher = "Addison-Wesley", address = "Redwood City", year = 1989, } @book{Papadimitriou82, author = "Papadimitriou, C.H. and K. Steiglitz", title = "Combinatorial Optimization: Algorithms and Complexity", publisher = "Prentice-Hall", address = "Englewood Cliffs", year = 1982, } @article{Parga86, author = "Parga, N. and M.A. Virasoro", title = "The Ultrametric Organization of Memories in a Neural Network", pages = "1857--1864", journal = jpp, volume = 47, year = 1986, } @article{Parisi86, author = "Parisi, G.", title = "Asymmetric Neural Networks and the Process of Learning", pages = "L675--L680", journal = jpa, volume = 19, year = 1986, } @techreport{Parker85, author = "Parker, D.B.", title = "Learning Logic", number = "TR--47", institution = "Center for Computational Research in Economics and Management Science, Massachusetts Institute of Technology", address = "Cambridge, MA", year = 1985, } @inproceedings{Parker87, author = "Parker, D.B.", title = "Optimal Algorithms for Adaptive Networks: Second Order Back Propagation, Second Order Direct Propagation, and Second Order Hebbian Learning", pages = "593--600", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @inproceedings{Parks87, author = "Parks, M.", title = "Characterization of the Boltzmann Machine Learning Rate", pages = "715--719", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 3, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @inproceedings{Pearlmutter86, author = "Pearlmutter, B.A. and G.E. Hinton", title = "G-Maximization: An Unsupervised Learning Procedure for Discovering Regularities", pages = "333--338", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @inproceedings{Pearlmutter89a, author = "Pearlmutter, B.A.", title = "Learning State Space Trajectories in Recurrent Neural Networks", pages = "365--372", booktitle = ijcnn, volume = 2, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @article{Pearlmutter89b, author = "Pearlmutter, B.A.", title = "Learning State Space Trajectories in Recurrent Neural Networks", pages = "263--269", journal = nc, volume = 1, year = 1989, } @article{Peretto84, author = "Peretto, P.", title = "Collective Properties of Neural Networks: A Statistical Physics Approach", pages = "51--62", journal = biocyb, volume = 50, year = 1984, } @inproceedings{Peretto86, author = "Peretto, P. and J.J. Niez", title = "Collective Properties of Neural Networks", pages = "171--185", editor = "E. Bienenstock and F. Fogelman-Souli\'e and G. Weisbuch", booktitle = "Disordered Systems and Biological Organization", organization = "(Les Houches 1985)", publisher = "Springer-Verlag", address = "Berlin", year = 1986, } @article{Peretto88, author = "Peretto, P.", title = "On Learning Rules and Memory Storage Abilities of Asymmetrical Neural Networks", pages = "711--726", journal = jpp, volume = 49, year = 1988, } @article{Perez75, author = "P\'erez, R. and L. Glass and R. Shlaer", title = "Development of Specificity in the Cat Visual Cortex", pages = "275--288", journal = jmathb, volume = 1, year = 1975, } @article{Personnaz85, author = "Personnaz, L. and I. Guyon and G. Dreyfus", title = "Information Storage and Retrieval in Spin-Glass-Like Neural Networks", pages = "359--365", journal = jppl, volume = 46, year = 1985, } @article{Personnaz86, author = "Personnaz, L. and I. Guyon and G. Dreyfus", title = "Collective Computational Properties of Neural Networks: New Learning Mechanisms", pages = "4217--4228", journal = prA, volume = 34, year = 1986, } @article{Peterson87, author = "Peterson, C. and J.R. Anderson", title = "A Mean Field Theory Learning Algorithm for Neural Networks", pages = "995--1019", journal = cs, volume = 1, year = 1987, } @article{Peterson89, author = {Peterson, C. and B. S\"oderberg}, title = "A New Method for Mapping Optimization Problems onto Neural Networks", pages = "3--22", journal = ijns, volume = 1, year = 1989, } @article{Peterson90, author = "Peterson, C. and S. Redfield and J.D. Keeler and E. Hartman", title = "An Optoelectronic Architecture for Multilayer Learning in a Single Photorefractive Crystal", pages = "25--34", journal = nc, volume = 2, year = 1990, } @article{Pineda87, author = "Pineda, F.J.", title = "Generalization of Back-Propagation to Recurrent Neural Networks", pages = "2229--2232", journal = prl, volume = 59, year = 1987, } @article{Pineda88, author = "Pineda, F.J.", title = "Dynamics and Architecture for Neural Computation", pages = "216--245", journal = jcomp, volume = 4, year = 1988, } @article{Pineda89, author = "Pineda, F.J.", title = "Recurrent Back-Propagation and the Dynamical Approach to Adaptive Neural Computation", pages = "161--172", journal = nc, volume = 1, year = 1989, } @techreport{Plaut86, author = "Plaut, D. and S. Nowlan and G. Hinton", title = "Experiments on Learning by Back Propagation", number = "CMU--CS--86--126", institution = "Department of Computer Science, Carnegie Mellon University", address = "Pittsburgh, PA", year = 1986, } @article{Poggio85, author = "Poggio, T. and V. Torre and C. Koch", title = "Computational Vision and Regularization Theory", pages = "314--319", journal = nature, volume = 317, year = 1985, } @article{Poggio90, author = "Poggio, T. and F. Girosi", title = "Regularization Algorithms for Learning That Are Equivalent to Multilayer Networks", pages = "978--982", journal = science, volume = 247, year = 1990, } @inproceedings{Pomerleau89, author = "Pomerleau, D.A.", title = "ALVINN: An Autonomous Land Vehicle in a Neural Network", pages = "305--313", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @book{Press86, author = "Press, W.H. and B.P. Flannery and S.A. Teukolsky and W.T. Vetterling", title = "Numerical Recipes", publisher = "Cambridge University Press", address = "Cambridge", year = 1986, } @article{Qian88a, author = "Qian, N. and T.J. Sejnowski", title = "Predicting the Secondary Structure of Globular Proteins Using Neural Network Models", pages = "865--884", journal = jmolecb, volume = 202, year = 1988, } @inproceedings{Qian88b, author = "Qian, N. and T.J. Sejnowski", title = "Learning to Solve Random-Dot Stereograms of Dense Transparent Surfaces with Recurrent Back-Propagation", pages = "435--443", editor = "D. Touretzky and G. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1988, } @book{Rao71, author = "Rao, C.R. and S.K. Mitra", title = "Generalized Inverse of Matrices and Its Applications", publisher = "Wiley", address = "New York", year = 1971, } @inproceedings{Ramanujam88, author = "Ramanujam, J. and P. Sadayappan", title = "Optimization by Neural Networks", pages = "325--332", booktitle = icnn, volume = 2, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @book{Rashevsky38, author = "Rashevsky, N.", title = "Mathematical Biophysics", publisher = "University of Chicago Press", address = "Chicago", year = 1938, } @incollection{Rescorla72, author = "Rescorla, R.A. and A.R. Wagner", title = "A Theory of Pavlovian Conditioning: The Effectiveness of Reinforcement and Nonreinforcement", pages = "64--69", editor = "A.H. Black and W.F. Prokasy", booktitle = "Classical Conditioning II: Current Research and Theory", publisher = "Appleton-Century-Crofts", address = "New York", year = 1972, } @inproceedings{Ricotti88, author = "Ricotti, L.P. and S. Ragazzini and G. Martinelli", title = "Learning of Word Stress in a Sub-Optimal Second Order Back-Propagation Neural Network", pages = "355--361", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Riedel88, author = {Riedel, U. and R. K\"uhn and J.L. van Hemmen}, title = "Temporal Sequences and Chaos in Neural Nets", pages = "1105--1108", journal = prA, volume = 38, year = 1988, } @article{Ritter86, author = "Ritter, H. and K. Schulten", title = "On the Stationary State of Kohonen's Self-Organizing Sensory Mapping", pages = "99--106", journal = biocyb, volume = 54, year = 1986, } @inproceedings{Ritter88a, author = "Ritter, H. and K. Schulten", title = "Extending Kohonen's Self-Organizing Mapping Algorithm to Learn Ballistic Movements", pages = "393--406", editor = "R. Eckmiller and von der Malsburg, Ch.", booktitle = "Neural Computers", organization = "(Neuss 1987)", publisher = "Springer-Verlag", address = "Berlin", year = 1988, } @article{Ritter88b, author = "Ritter, H. and K. Schulten", title = "Convergence Properties of Kohonen's Topology Conserving Maps: Fluctuations, Stability, and Dimension Selection", pages = "59--71", journal = biocyb, volume = 60, year = 1988, } @inproceedings{Ritter88c, author = "Ritter, H. and K. Schulten", title = "Kohonen's Self-Organizing Maps: Exploring Their Computational Capabilities", pages = "109--116", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @inproceedings{Robinson88, author = "Robinson, A.J. and F. Fallside", title = "Static and Dynamic Error Propagation Networks with Application to Speech Coding", pages = "632--641", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @inproceedings{Rohwer87, author = "Rohwer, R. and B. Forrest", title = "Training Time-Dependence in Neural Networks", pages = "701--708", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @inproceedings{Rohwer90, author = "Rohwer, R.", title = "The ``Moving Targets'' Training Algorithm", pages = "558--565", editor = "D.S. Touretzky", booktitle = nips, volume = 2, organization = "(Denver 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1990, } @phdthesis{Romeo89, author = "Romeo, F.I.", title = "Simulated Annealing: Theory and Applications to Layout Problems", school = "University of California at Berkeley", note = "Memorandum UCB/ERL--M89/29", year = 1989, } @book{Rose85, editor = "Rose, D. and V.G. Dobson", title = "Models of the Visual Cortex", publisher = "Wiley", address = "Chichester", year = 1985, } @book{Rosenblatt62, author = "Rosenblatt, F.", title = "Principles of Neurodynamics", publisher = "Spartan", address = "New York", year = 1962, } @article{Rubner89, author = "Rubner, J. and P. Tavan", title = "A Self-Organizing Network for Principal-Component Analysis", pages = "693--698", journal = eul, volume = 10, year = 1989, } @article{Rubner90, author = "Rubner, J. and K. Schulten", title = "Development of Feature Detectors by Self-Organization", pages = "193--199", journal = biocyb, volume = 62, year = 1990, } @article{Rumelhart85, author = "Rumelhart, D.E. and D. Zipser", title = "Feature Discovery by Competitive Learning", pages = "75--112", journal = cogsci, volume = 9, note = "Reprinted in \cite[chapter 5]{Rumelhart86a}", year = 1985, } @book{Rumelhart86a, author = "Rumelhart, D.E. and J.L. McClelland and the PDP Research Group", title = "Parallel Distributed Processing: Explorations in the Microstructure of Cognition", volume = "1", publisher = "MIT Press", address = "Cambridge", year = 1986, } @article{Rumelhart86b, author = "Rumelhart, D.E. and G.E. Hinton and R.J. Williams", title = "Learning Representations by Back-Propagating Errors", pages = "533--536", journal = nature, volume = 323, note = inAR, year = 1986, } @incollection{Rumelhart86c, author = "Rumelhart, D.E. and G.E. Hinton and R.J. Williams", title = "Learning Internal Representations by Error Propagation", pages = "318--362", editor = "Rumelhart, D.E. and J.L. McClelland", booktitle = pdp, volume = 1, chapter = 8, note = inAR, publisher = "MIT Press", address = "Cambridge", year = 1986, } @techreport{Saad90a, author = "Saad, D. and E. Marom", title = "Learning by Choice of Internal Representations --- An Energy Minimization Approach", type = "Preprint", institution = "Faculty of Engineering, Tel Aviv University", address = "Ramat-Aviv, Israel", year = 1990, } @techreport{Saad90b, author = "Saad, D. and E. Marom", title = "Training Feed Forward Nets with Binary Weights via a Modified CHIR Algorithm", type = "Preprint", institution = "Faculty of Engineering, Tel Aviv University", address = "Ramat-Aviv, Israel", year = 1990, } @article{Salamon88, author = "Salamon, P. and J.D. Nulton and J. Robinson and J. Petersen and G. Ruppeiner and L. Liao", title = "Simulated Annealing with Constant Thermodynamic Speed", pages = "423--428", journal = cpc, volume = 49, year = 1988, } @article{Sanger89a, author = "Sanger, T.D.", title = "Optimal Unsupervised Learning in a Single-Layer Linear Feedforward Neural Network", pages = "459--473", journal = nn, volume = 2, year = 1989, } @inproceedings{Sanger89b, author = "Sanger, T.D.", title = "An Optimality Principle for Unsupervised Learning", pages = "11--19", editor = "D.S. Touretzky", booktitle = nips, volume = 1, organization = "(Denver 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @article{Sato90, author = "Sato, M.", title = "A Real Time Learning Algorithm for Recurrent Analog Neural Networks", pages = "237--241", journal = biocyb, volume = 62, year = 1990, } @incollection{Scalettar88, author = "Scalettar, R. and A. Zee", title = "Emergence of Grandmother Memory in Feed Forward Networks: Learning with Noise and Forgetfulness", pages = "309--332", editor = "D. Waltz and J.A. Feldman", booktitle = "Connectionist Models and Their Implications: Readings from Cognitive Science", publisher = "Ablex", address = "Norwood", year = 1988, } @article{Schwartz90, author = "Schwartz, D.B. and V.K. Samalam and S.A. Solla and J.S. Denker", title = "Exhaustive Learning", pages = "371--382", journal = nc, volume = 2, year = 1990, } @inproceedings{Scofield88, author = "Scofield, C.L.", title = "Learning Internal Representations in the Coulomb Energy Network", pages = "271--276", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{Sejnowski86, author = "Sejnowski, T.J. and P.K. Kienker and G. Hinton", title = "Learning Symmetry Groups with Hidden Units: Beyond the Perceptron", pages = "260--275", journal = physicaD, volume = 22, year = 1986, } @article{Sejnowski87, author = "Sejnowski, T.J. and C.R. Rosenberg", title = "Parallel Networks that Learn to Pronounce English Text", pages = "145--168", journal = cs, volume = 1, year = 1987, } @article{Sherrington75, author = "Sherrington, D. and S. Kirkpatrick", title = "Solvable Model of a Spin Glass", pages = "1792--1796", journal = prl, volume = 35, year = 1975, } @inproceedings{Shimohara88, author = "Shimohara, K. and T. Uchiyama and Y. Tokunaga", title = "Back-Propagation Networks for Event-Driven Temporal Sequence Processing", pages = "665--672", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @inproceedings{Sietsma88, author = "Sietsma, J. and R.J.F. Dow", title = "Neural Net Pruning---Why and How", pages = "325--333", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @inproceedings{Silverman88, author = "Silverman, R.H. and A.S. Noetzel", title = "Time-Sequential Self-Organization of Hierarchical Neural Networks", pages = "709--714", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @inproceedings{Simard89, author = "Simard, P.Y. and M.B. Ottaway and D.H. Ballard", title = "Analysis of Recurrent Backpropagation", pages = "103--112", editor = "D. Touretzky and G. Hinton and T. Sejnowski", booktitle = cmss88, organization = "(Pittsburg 1988)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @article{Simic90, author = "Simic, P.D.", title = "Statistical Mechanics As the Underlying Theory of ``Elastic'' and ``Neural'' Optimizations", pages = "89--103", journal = network, volume = 1, year = 1990, } @techreport{Sirat90, author = "Sirat, J.-A. and J.-P. Nadal", title = "Neural Trees: A New Tool for Classification", type = "Preprint", institution = "Laboratoires d'Electronique Philips", address = "Limeil-Bre\'vannes, France", year = 1990, } @inproceedings{Sivilotti87, author = "Sivilotti, M.A. and M.A. Mahowald and C.A. Mead", title = "Real-Time Visual Computations Using Analog CMOS Processing Arrays", pages = "295--312", editor = "P. Losleben", booktitle = "Advanced Research in VLSI: Proceedings of the 1987 Stanford Conference", publisher = "MIT Press", address = "Cambridge", year = 1987, } @incollection{Smolensky86, author = "Smolensky, P.", title = "Information Processing in Dynamical Systems: Foundations of Harmony Theory", pages = "194--281", editor = "D.E. Rumelhart and J.L. McClelland", booktitle = pdp, volume = 1, chapter = 6, publisher = "MIT Press", address = "Cambridge", year = 1986, } @article{Soffer86, author = "Soffer, B.H. and G.J. Dunning and Y. Owechko and E. Marom", title = "Associative Holographic Memory with Feedback Using Phase-Conjugate Mirrors", pages = "118--120", journal = optlett, volume = 11, year = 1986, } @article{Solla88, author = "Solla, S.A. and E. Levin and M. Fleisher", title = "Accelerated Learning in Layered Neural Networks", pages = "625--639", journal = cs, volume = 2, year = 1988, } @inproceedings{Solla89, author = "Solla, S.A.", title = "Learning and Generalization in Layered Neural Networks: The Contiguity Problem", pages = "168--177", editor = "L. Personnaz and G. Dreyfus", booktitle = "Neural Networks from Models to Applications", organization = "(Paris 1988)", publisher = "I.D.S.E.T.", address = "Paris", year = 1989, } @article{Sompolinsky86, author = "Sompolinsky, H. and I. Kanter", title = "Temporal Association in Asymmetric Neural Networks", pages = "2861--2864", journal = prl, volume = 57, year = 1986, } @inproceedings{Sompolinsky87, author = "Sompolinsky, H.", title = "The Theory of Neural Networks: The Hebb Rules and Beyond", pages = "485--527", editor = "J.L. van Hemmen and I. Morgenstern", booktitle = "Heidelberg Colloquium on Glassy Dynamics", organization = "(Heidelberg 1986)", publisher = "Springer-Verlag", address = "Berlin", year = 1987, } @article{Sompolinsky88, author = "Sompolinsky, H. and A. Crisanti and H.J. Sommers", title = "Chaos in Random Neural Networks", pages = "259--262", journal = prl, volume = 61, year = 1988, } @article{Soukoulis83, author = "Soukoulis, C.M. and K. Levin and G.S. Grest", title = "Irreversibility and Metastability in Spin-Glasses. I. Ising Model", pages = "1495--1509", journal = prB, volume = 28, year = 1983, } @article{Specht90, author = "Specht, D.F.", title = "Probabilistic Neural Networks", pages = "109--118", journal = nn, volume = 3, year = 1990, } @article{Steinbuch61, author = "Steinbuch, K.", title = "Die Lernmatrix", pages = "36--45", journal = kyb, volume = 1, year = 1961, } @techreport{Stokbro90, author = "Stokbro, K. and D.K. Umberger and J.A. Hertz", title = "Exploiting Neurons with Localized Receptive Fields to Learn Chaos", number = "90/28 S", type = "Preprint", institution = "Nordita", address = "Copenhagen, Denmark", year = 1990, } @inproceedings{Stornetta88, author = "Stornetta, W.S. and T. Hogg and B.A. Huberman", title = "A Dynamical Approach to Temporal Pattern Processing", pages = "750--759", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @phdthesis{Sutton84, author = "Sutton, R.S.", title = "Temporal Credit Assignment in Reinforcement Learning", school = "University of Massachusetts", address = "Amherst", year = 1984, } @article{Sutton88, author = "Sutton, R.S.", title = "Learning to Predict by the Methods of Temporal Differences", pages = "9--44", journal = mlearn, volume = 3, year = 1988, } @incollection{Sutton91, author = "Sutton, R.S. and A.G. Barto", title = "Time Derivative Models of Pavlovian Reinforcement", editor = "M. Gabriel and J.W. Moore", booktitle = "Learning and Computational Neuroscience", publisher = "MIT Press", address = "Cambridge", year = 1991, } @inproceedings{Szu86, author = "Szu, H.", title = "Fast Simulated Annealing", pages = "420--425", editor = "J.S. Denker", booktitle = snowbird, organization = "(Snowbird 1986)", publisher = "American Institute of Physics", address = "New York", year = 1986, } @inproceedings{Takens81, author = "Takens, F.", title = "Detecting Strange Attractors In Turbulence", pages = "366--381", editor = "D.A. Rand and L.-S. Young", booktitle = "Dynamical Systems and Turbulenc", series = "Lecture Notes in Mathematics", volume = 898, organization = "(Warwick 1980)", publisher = "Springer-Verlag", address = "Berlin", year = 1981, } @article{Takeuchi79, author = "Takeuchi, A. and S. Amari", title = "Formation of Topographic Maps and Columnar Microstructures in Nerve Fields", pages = "63--72", journal = biocyb, volume = 35, year = 1979, } @article{Tank86, author = "Tank, D.W. and J.J. Hopfield", title = "Simple ``Neural'' Optimization Networks: An A/D Converter, Signal Decision Circuit, and a Linear Programming Circuit", pages = "533--541", journal = ieeetcas, volume = 33, year = 1986, } @article{Tank87a, author = "Tank, D.W. and J.J. Hopfield", title = "Neural Computation by Time Compression", pages = "1896--1900", journal = PNAS, volume = 84, year = 1987, } @inproceedings{Tank87b, author = "Tank, D.W. and J.J. Hopfield", title = "Concentrating Information in Time: Analog Neural Networks with Applications to Speech Recognition Problems", pages = "455--468", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @inproceedings{Taylor56, author = "Taylor, W.K.", title = "Electrical Simulation of Some Nervous System Functional Activities", pages = "314--328", editor = "C. Cherry", booktitle = "Information Theory", organization = "(London 1985)", publisher = "Butterworths", address = "London", year = 1956, } @article{Tesauro86, author = "Tesauro, G.", title = "Simple Neural Models of Classical Conditioning", pages = "187--200", journal = biocyb, volume = 55, year = 1986, } @article{Tesauro88a, author = "Tesauro, G. and B. Janssens", title = "Scaling Relationships in Back-Propagation Learning", pages = "39--44", journal = cs, volume = 2, year = 1988, } @inproceedings{Tesauro88b, author = "Tesauro, G. and T.J. Sejnowski", title = "A ``Neural'' Network That Learns to Play Backgammon", pages = "442--456", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @article{Tesauro90, author = "Tesauro, G.", title = "Neurogammon Wins Computer Olympiad", pages = "321--323", journal = nc, volume = 1, year = 1990, } @article{Thakoor87, author = "Thakoor, A.P. and A. Moopenn and J. Lambe and S.K. Khanna", title = "Electronic Hardware Implementations of Neural Networks", pages = "5085--5092", journal = applopt, volume = 26, year = 1987, } @article{Ticknor87, author = "Ticknor, A.J. and H. Barrett", title = "Optical Implementations of Boltzmann Machines", pages = "16--21", journal = opteng, volume = 26, year = 1987, } @inproceedings{Tishby89, author = "Tishby, N. and E. Levin and S.A. Solla", title = "Consistent Inference of Probabilities in Layered Networks: Predictions and Generalization", pages = "403--410", booktitle = ijcnn, volume = 2, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @article{Toulouse86, author = "Toulouse, G. and S. Dehaene and J.-P. Changeux", title = "Spin Glass Model of Learning by Selection", pages = "1695--1698", journal = PNAS, volume = 83, year = 1986, } @article{Touretzky89, author = "Touretzky, D.S. and D.A. Pomerleau", title = "What's Hidden in the Hidden Layers?", pages = "227--233", journal = BYTE, month = "August", year = 1989, } @article{Tsodyks88, author = "Tsodyks, M.V. and M.V. Feigel'man", title = "The Enhanced Storage Capacity in Neural Networks with Low Activity Level", pages = "101--105", journal = eul, volume = 6, year = 1988, } @inproceedings{VandenBout88, author = "Van den Bout, D.E. and T.K. Miller", title = "A Travelling Salesman Objective Function That Works", pages = "299--303", booktitle = icnn, volume = 2, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @article{VandenBout89, author = "Van den Bout, D.E. and T.K. Miller", title = "Improving the Performance of the Hopfield-Tank Neural Network Through Normalization and Annealing", pages = "129--139", journal = biocyb, volume = 62, year = 1989, } @article{Vapnik71, author = "Vapnik, V.N. and A.Y. Chervonenkis", title = "On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities", pages = "264--280", journal = tprobapp, volume = 16, year = 1971, } @book{Vapnik82, author = "Vapnik, V.N.", title = "Estimation of Dependences Based on Empirical Data", publisher = "Springer-Verlag", address = "Berlin", year = 1982, } @article{Vogl88, author = "Vogl, T.P. and J.K. Mangis and A.K. Rigler and W.T. Zink and D.L. Alkon", title = "Accelerating the Convergence of the Back-Propagation Method", pages = "257--263", journal = biocyb, volume = 59, year = 1988, } @article{Wagner87, author = "Wagner, K. and D. Psaltis", title = "Multilayer Optical Learning Networks", pages = "5061--5076", journal = applopt, volume = 26, year = 1987, } @article{Waibel89a, author = "Waibel, A.", title = "Modular Construction of Time-Delay Neural Networks for Speech Recognition", pages = "39--46", journal = nc, volume = 1, year = 1989, } @article{Waibel89b, author = "Waibel, A. and T. Hanazawa and G. Hinton and K. Shikano and K. Lang", title = "Phoneme Recognition Using Time-Delay Neural Networks", pages = "328--339", journal = ieeetassp, volume = 37, year = 1989, } @inproceedings{Watrous87, author = "Watrous, R.L.", title = "Learning Algorithms for Connectionist Networks: Applied Gradient Methods of Nonlinear Optimization", pages = "619--627", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @book{Webster88, editor = "Webster", title = "Webster's Ninth New Collegiate Dictionary", publisher = "Merriam-Webster", address = "Springfield", year = 1988, } @article{Weisbuch85, author = "Weisbuch, G. and F. Fogelman-Souli\'e", title = "Scaling Laws for the Attractors of Hopfield Networks", pages = "623--630", journal = jppl, volume = 46, year = 1985, } @phdthesis{Werbos74, author = "Werbos, P.", title = "Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences", school = "Harvard University", year = 1974, } @article{Werbos87, author = "Werbos, P.J.", title = "Building and Understanding Adaptive Systems: A Statistical/Numerical Approach to Factory Automation and Brain Research", pages = "7--20", journal = ieeesmc, volume = 17, year = 1987, } @article{Werbos88, author = "Werbos, P.J.", title = "Generalization of Backpropagation with Application to a Recurrent Gas Market Model", pages = "339--356", journal = nn, volume = 1, year = 1988, } @inproceedings{Whitley89, author = "Whitley, D. and T. Hanson", title = "Optimizing Neural Networks Using Faster, More Accurate Genetic Search", pages = "391--396", editor = "J.D. Schaffer", booktitle = "Proceedings of the Third International Conference on Genetic Algorithms", organization = "(Arlington 1989)", publisher = "Morgan Kaufmann", address = "San Mateo", year = 1989, } @incollection{Widrow60, author = "Widrow, B. and M.E. Hoff", title = "Adaptive Switching Circuits", pages = "96--104", booktitle = "1960 IRE WESCON Convention Record", volume = 4, publisher = "IRE", address = "New York", year = 1960, } @inproceedings{Widrow62, author = "Widrow, B.", title = "Generalization and Information Storage in Networks of Adaline ``Neurons''", pages = "435--461", editor = "M.C. Yovits and G.T. Jacobi and G.D. Goldstein", booktitle = "Self-Organizing Systems 1962", organization = "(Chicago 1962)", publisher = "Spartan", address = "Washington", year = 1962, } @article{Widrow73, author = "Widrow, B. and N.K. Gupta and S. Maitra", title = "Punish/Reward: Learning with a Critic in Adaptive Threshold Systems", pages = "455--465", journal = ieeesmc, volume = 3, year = 1973, } @book{Wiener48, author = "Wiener, N.", title = "Cybernetics, or Control and Communication in the Animal and the Machine", publisher = "Wiley", address = "New York", year = 1948, } @inproceedings{Williams87, author = "Williams, R.J.", title = "A Class of Gradient-Estimating Algorithms for Reinforcement Learning in Neural Networks", pages = "601--608", editor = "M. Caudill and C. Butler", booktitle = icnn, volume = 2, organization = "(San Diego 1987)", publisher = "IEEE", address = "New York", year = 1987, } @inproceedings{Williams88a, author = "Williams, R.J.", title = "On the Use of Back-Propagation in Associative Reinforcement Learning", pages = "263--270", booktitle = icnn, volume = 1, organization = "(San Diego 1988)", publisher = "IEEE", address = "New York", year = 1988, } @techreport{Williams88b, author = "Williams, R.J.", title = "Towards a Theory of Reinforcement-Learning Connectionist Systems", number = "NU--CCS--88--3", institution = "College of Computer Science, Northeastern University", address = "Boston, MA", year = 1988, } @inproceedings{Williams89a, author = "Williams, R.J. and J. Peng", title = "Reinforcement Learning Algorithms As Function Optimizers", pages = "89--95", booktitle = ijcnn, volume = 2, organization = "(Washington 1989)", publisher = "IEEE", address = "New York", year = 1989, } @article{Williams89b, author = "Williams, R.J. and D. Zipser", title = "A Learning Algorithm for Continually Running Fully Recurrent Neural Networks", pages = "270--280", journal = nc, volume = 1, year = 1989, } @article{Williams89c, author = "Williams, R.J. and D. Zipser", title = "Experimental Analysis of the Real-Time Recurrent Learning Algorithm", pages = "87--111", journal = connsci, volume = 1, year = 1989, } @article{Willshaw69, author = "Willshaw, D.J. and O.P. Buneman and H.C. Longuet-Higgins", title = "Non-Holographic Associative Memory", journal = nature, volume = 222, note = inAR, year = 1969, } @article{Willshaw76, author = "Willshaw, D.J. and C. von der Malsburg", title = "How Patterned Neural Connections Can Be Set Up by Self-Organization", pages = "431--445", journal = PRSLB, volume = 194, year = 1976, } @article{Wilson88, author = "Wilson, G.V. and G.S. Pawley", title = "On the Stability of the Travelling Salesman Problem Algorithm of Hopfield and Tank", pages = "63--70", journal = biocyb, volume = 58, year = 1988, } @article{Wilson73, author = "Wilson, H.R. and J.D. Cowan", title = "A Mathematical Theory of the Functional Dynamics of Cortical and Thalamic Nervous Tissue", pages = "55--80", journal = kyb, volume = 13, year = 1973, } @book{Winograd63, author = "Winograd, S. and J.D. Cowan", title = "Reliable Computation in the Presence of Noise", publisher = "MIT Press", address = "Cambridge", year = 1963, } @article{Winters89, author = "Winters, J.H. and C. Rose", title = "Minimum Distance Automata in Parallel Networks for Optimum Classification", pages = "127--132", journal = nn, volume = 2, year = 1989, } @book{Wittgenstein58, author = "Wittgenstein, L.", title = "Philosophical Investigations", publisher = "Blackwell", address = "Oxford", year = 1958, } @inproceedings{Wittner88, author = "Wittner, B.S. and J.S. Denker", title = "Strategies for Teaching Layered Networks Classification Tasks", pages = "850--859", editor = "D.Z. Anderson", booktitle = nips87, organization = "(Denver 1987)", publisher = "American Institute of Physics", address = "New York", year = 1988, } @article{Yuille89, author = "Yuille, A.L. and D.M. Kammen and D.S. Cohen", title = "Quadrature and the Development of Orientation Selective Cortical Cells by Hebb Rules", pages = "183--194", journal = biocyb, volume = 61, year = 1989, } @article{Zak88, author = "Zak, M.", title = "Terminal Attractors for Addressable Memory in Neural Networks", pages = "18--22", journal = plettA, volume = 133, year = 1988, } @article{Zak89, author = "Zak, M.", title = "Terminal Attractors in Neural Networks", pages = "259--274", journal = nn, volume = 2, year = 1989, }