| A Multiple-Map Model for Pattern Classification [NECO 1:1] | Alan Rojer, Eric Schwartz | Article | 1989-03-01 |
| A Possible Neural Mechanism for Computing Shape From Shading [NECO 1:2] | Alex Pentland | Article | 1989-06-01 |
| Finding Minimum Entropy Codes [NECO 1:3] | H.B. Barlow, T.P. Kaushal, G.J. Mitchison | Article | 1989-09-01 |
| Approximation of Boolean Functions by Sigmoidal Networks: Part I: XOR and Other ... [NECO 1:4] | E. K. Blum | Article | 1989-12-01 |
| Backpropagation Applied to Handwritten Zip Code Recognition [NECO 1:4] | Y. LeCun, B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard, L. D. Jackel | Article | 1989-12-01 |
| Neurocomputing | James A. Anderson, Edward Rosenfeld | Book | 1989-12-18 |
| A Neural Network for Nonlinear Bayesian Estimation in Drug Therapy [NECO 2:2] | Reza Shadmehr, David Z. D'Argenio | Article | 1990-06-01 |
| About Time | William Friedman | Book | 1990-09-01 |
| How to Solve the N Bit Encoder Problem with Just Two Hidden Units [NECO 2:4] | Leonid Kruglyak | Article | 1990-12-01 |
| Representation and Reality | Hilary Putnam | Book | 1991-08-28 |
| Neural Network Classifiers Estimate Bayesian a posteriori Probabilities [NECO 3:4] | Michael D. Richard, Richard P. Lippmann | Article | 1991-12-01 |
| Bayesian Interpolation [NECO 4:3] | David J. C. MacKay | Article | 1992-05-01 |
| A Practical Bayesian Framework for Backpropagation Networks [NECO 4:3] | David J. C. MacKay | Article | 1992-05-01 |
| Information-Based Objective Functions for Active Data Selection [NECO 4:4] | David J. C. MacKay | Article | 1992-07-01 |
| Exact Calculation of the Hessian Matrix for the Multilayer Perceptron [NECO 4:4] | Chris Bishop | Article | 1992-07-01 |
| Four Types of Learning Curves [NECO 4:4] | Shun-ichi Amari, Naotake Fujita, Shigeru Shinomoto | Article | 1992-07-01 |
| The Evidence Framework Applied to Classification Networks [NECO 4:5] | David J. C. MacKay | Article | 1992-09-01 |
| Rule-Based Neural Networks for Classification and Probability Estimation [NECO 4:6] | Rodney M. Goodman, Charles M. Higgins, John W. Miller, Padhraic Smyth | Article | 1992-11-01 |
| Asymmetric Parallel Boltzmann Machines are Belief Networks [NECO 4:6] | Radford M. Neal | Article | 1992-11-01 |
| Factoring Networks by a Statistical Method [NECO 4:6] | Nelson Morgan, Hervé Bourlard | Article | 1992-11-01 |
| Learning in the Recurrent Random Neural Network [NECO 5:1] | Erol Gelenbe | Article | 1993-01-01 |
| Optimal Network Construction by Minimum Description Length [NECO 5:2] | Gary D. Kendall, Trevor J. Hall | Article | 1993-03-01 |
| Learning Mixture Models of Spatial Coherence [NECO 5:2] | Suzanna Becker, Geoffrey E. Hinton | Article | 1993-03-01 |
| From Animals to Animats 2 | Jean-Arcady Meyer, Herbert L. Roitblat, Stewart W. Wilson | Book | 1993-04-13 |
| Discovering Predictable Classifications [NECO 5:4] | Jürgen Schmidhuber, Daniel Prelinger | Article | 1993-07-01 |
| Readings in Philosophy and Cognitive Science | Alvin I. Goldman | Book | 1993-11-19 |
| Statistical Physics, Mixtures of Distributions, and the EM Algorithm [NECO 6:2] | Alan L. Yuille, Paul Stolorz, Joachim Utans | Article | 1994-03-01 |
| Computational Learning Theory and Natural Learning Systems, Volume 2 | Stephen José Hanson, Michael J. Kearns, Thomas Petsche, Ronald L. Rivest | Book | 1994-06-29 |
| A Bayesian Analysis of Self-Organizing Maps [NECO 6:5] | Stephen P. Luttrell | Article | 1994-09-01 |
| Bayesian Modeling and Classification of Neural Signals [NECO 6:5] | Michael S. Lewicki | Article | 1994-09-01 |
| Pruning from Adaptive Regularization [NECO 6:6] | Lars Kai Hansen, Carl Edward Rasmussen | Article | 1994-11-01 |
| Evolving Compare-Exchange Networks Using Grammars [ARTL 2:2] | Thomas E. Kammeyer, Richard K. Belew, S. Gill Williamson | Article | 1995-01-01 |
| Bayesian Regularization and Pruning Using a Laplace Prior [NECO 7:1] | Peter M. Williams | Article | 1995-01-01 |
| Regularization Theory and Neural Networks Architectures [NECO 7:2] | Federico Girosi, Michael Jones, Tomaso Poggio | Article | 1995-03-01 |
| White Queen Psychology and Other Essays for Alice | Ruth Garrett Millikan | Book | 1995-03-02 |
| Computational Learning Theory and Natural Learning Systems, Volume 3 | Thomas Petsche, Stephen José Hanson, Jude Shavlik | Book | 1995-04-27 |
| Bayesian Self-Organization Driven by Prior Probability Distributions [NECO 7:3] | Alan L. Yuille, Stelios M. Smirnakis, Lei Xu | Article | 1995-05-01 |
| Philosophy and AI | Robert Cummins, John L. Pollock | Book | 1995-08-28 |
| Methods For Combining Experts' Probability Assessments [NECO 7:5] | Robert A. Jacobs | Article | 1995-09-01 |
| On the Practical Applicability of VC Dimension Bounds [NECO 7:6] | Sean B. Holden, Mahesan Niranjan | Article | 1995-11-01 |
| A Recurrent Network Implementation of Time Series Classification [NECO 8:2] | Vassilios Petridis, Athanasios Kehagias | Article | 1996-02-01 |
| An Evolutionary Computing Approach to Probabilistic Reasoning on Bayesian Networ... [EVCO 4:1] | Carlos Rojas-Guzmán, Mark A. Kramer | Article | 1996-03-01 |
| Editorial Introduction [EVCO 4:1] | | Article | 1996-03-01 |
| Attention and Performance XVI | Inui Toshio, James L. McClelland | Book | 1996-04-24 |
| Models of Bounded Rationality, Volume 3 | Herbert A. Simon | Book | 1997-06-27 |
| On Bias Plus Variance [NECO 9:6] | David H. Wolpert | Article | 1997-08-01 |
| Adaptive Mixtures of Probabilistic Transducers [NECO 9:8] | Yoram Singer | Article | 1997-11-01 |
| Graphical Models for Machine Learning and Digital Communication | Brendan J. Frey | Book | 1998-06-26 |
| Nature of Cognition, The | Robert J. Sternberg | Book | 1998-11-20 |
| Advances in Kernel Methods | Christopher J.C. Burges, Bernhard Schölkopf, Alexander J. Smola | Book | 1998-12-17 |
