On the Role of Time and Space in Neural Computation

We discuss structural differences between models for computation in biological neural systems and computational models in theoretical computer science.

[1]  Wolfgang Maass,et al.  Computing and learning with dynamic synapses , 1999 .

[2]  Rodney J. Douglas,et al.  A pulse-coded communications infrastructure for neuromorphic systems , 1999 .

[3]  Wolfgang Maass,et al.  Networks of Spiking Neurons: The Third Generation of Neural Network Models , 1996, Electron. Colloquium Comput. Complex..

[4]  Alan F. Murray,et al.  Pulse-based computation in VLSI neural networks , 1999 .

[5]  John von Neumann,et al.  The Computer and the Brain , 1960 .

[6]  Christopher J. Bishop,et al.  Pulsed Neural Networks , 1998 .

[7]  Wulfram Gerstner,et al.  How to Describe Neuronal Activity: Spikes, Rates, or Assemblies? , 1993, NIPS.

[8]  C. Collin,et al.  An Introduction to Natural Computation , 1998, Trends in Cognitive Sciences.

[9]  Wolfgang Maass,et al.  Dynamic Stochastic Synapses as Computational Units , 1997, Neural Computation.

[10]  S C Kleene,et al.  Representation of Events in Nerve Nets and Finite Automata , 1951 .

[11]  Eduardo D. Sontag,et al.  Shattering All Sets of k Points in General Position Requires (k 1)/2 Parameters , 1997, Neural Computation.

[12]  C. Stevens,et al.  Heterogeneity of Release Probability, Facilitation, and Depletion at Central Synapses , 1997, Neuron.

[13]  Tamás Roska Implementation of CNN Computing Technology , 1997, ICANN.

[14]  Jeffrey D. Ullman,et al.  Introduction to Automata Theory, Languages and Computation , 1979 .

[15]  Carver Mead,et al.  Analog VLSI and neural systems , 1989 .

[16]  Wofgang Maas,et al.  Networks of spiking neurons: the third generation of neural network models , 1997 .

[17]  J. Krüger,et al.  Multimicroelectrode investigation of monkey striate cortex: spike train correlations in the infragranular layers. , 1988, Journal of neurophysiology.

[18]  Leslie S. Smith,et al.  Neuromorphic Systems: Engineering Silicon from Neurobiology , 1998 .

[19]  Georg Schnitger,et al.  On the computational power of sigmoid versus Boolean threshold circuits , 1991, [1991] Proceedings 32nd Annual Symposium of Foundations of Computer Science.

[20]  William Bialek,et al.  Spikes: Exploring the Neural Code , 1996 .

[21]  Michael Recce Encoding information in neuronal activity , 1999 .

[22]  Christof Koch,et al.  Biophysics of Computation: Information Processing in Single Neurons (Computational Neuroscience Series) , 1998 .

[23]  Vivien A. Casagrande,et al.  Biophysics of Computation: Information Processing in Single Neurons , 1999 .

[24]  Georg Schnitger,et al.  Analog versus Discrete Neural Networks , 1996, Neural Computation.

[25]  Jean,et al.  The Computer and the Brain , 1989, Annals of the History of Computing.

[26]  Leslie G. Valiant,et al.  Circuits of the mind , 1994 .

[27]  Michael A. Arbib,et al.  The handbook of brain theory and neural networks , 1995, A Bradford book.

[28]  Wolfgang Maass,et al.  Spiking Neurons , 1998, NC.

[29]  Terrence J. Sejnowski,et al.  The Computational Brain , 1996, Artif. Intell..

[30]  W. Pitts,et al.  A Logical Calculus of the Ideas Immanent in Nervous Activity (1943) , 2021, Ideas That Created the Future.

[31]  Wolfgang Maass,et al.  A Simple Model for Neural Computation with Firing Rates and Firing Correlations , 1998, Electron. Colloquium Comput. Complex..

[32]  Alessandro Mortara,et al.  Analog VLSI pulsed networks for perceptive processing , 1999 .