Dynamics of neural networks

11/22/99


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Table of Contents

Dynamics of neural networks

Classical neurodynamics

Conductance-based model

Method of averaging

The time average

Reduced model

The mean field approximation

Basis of classical neurodynamics

Aristotle (350 BC)

William James (1892)

Long-term memory

David Hume (1739)

Donald Hebb (1949)

Hebbian synaptic plasticity

LTP in cortical pyramidal cells

LTP requires pairing

AP/EPSP pairing

Computer architecture

The computer and the brain

Storage and recall

Attractor neural networks

Dynamical attractors

Learning

How the brain works?

Author: Sebastian Seung