Generalization Learning in a Perceptron with Binary Synapses

[1]  R. Zecchina,et al.  Efficient supervised learning in networks with binary synapses , 2007, Proceedings of the National Academy of Sciences.

[2]  Riccardo Zecchina,et al.  Learning by message-passing in networks of discrete synapses , 2005, Physical review letters.

[3]  S. Wang,et al.  Graded bidirectional synaptic plasticity is composed of switch-like unitary events. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[4]  Upinder S. Bhalla,et al.  Molecular Switches at the Synapse Emerge from Receptor and Kinase Traffic , 2005, PLoS Comput. Biol..

[5]  Xiao-Jing Wang,et al.  The Stability of a Stochastic CaMKII Switch: Dependence on the Number of Enzyme Molecules and Protein Turnover , 2005, PLoS biology.

[6]  L. Abbott,et al.  Cascade Models of Synaptically Stored Memories , 2005, Neuron.

[7]  Yoshiyuki Kabashima,et al.  A BP-Based Algorithm for Performing Bayesian Inference in Large Perceptron-Type Networks , 2004, ALT.

[8]  Gerhard Lakemeyer,et al.  Exploring artificial intelligence in the new millennium , 2003 .

[9]  William T. Freeman,et al.  Understanding belief propagation and its generalizations , 2003 .

[10]  Christian Van den Broeck,et al.  Statistical Mechanics of Learning , 2001 .

[11]  M. Rosen-Zvi On-line learning in the Ising perceptron , 2000 .

[12]  William Bialek,et al.  Stability and Noise in Biochemical Switches , 2000, NIPS.

[13]  U. Bhalla,et al.  Emergent properties of networks of biological signaling pathways. , 1999, Science.

[14]  David Saad,et al.  On-Line Learning in Neural Networks , 1999 .

[15]  J. Hopfield,et al.  All-or-none potentiation at CA3-CA1 synapses. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[16]  Ole Winther,et al.  Optimal Perceptron Learning : anOnline Bayesian , 1998 .

[17]  Mario Marchand,et al.  On Learning Perceptrons with Binary Weights , 1993, Neural Computation.

[18]  O. Kinouchi,et al.  Optimal generalization in perceptions , 1992 .

[19]  H. Gutfreund,et al.  Capacity of neural networks with discrete synaptic couplings , 1990 .

[20]  W. Krauth,et al.  Storage capacity of memory networks with binary couplings , 1989 .

[21]  Ronald L. Rivest,et al.  Training a 3-node neural network is NP-complete , 1988, COLT '88.

[22]  A. A. Mullin,et al.  Principles of neurodynamics , 1962 .