Temporal sequence learning, prediction, and control: a review of different models and their relation to biological mechanisms

F Wörgötter, B Porr - Neural computation, 2005 - ieeexplore.ieee.org
In this review, we compare methods for temporal sequence learning (TSL) across the
disciplines machine-control, classical conditioning, neuronal models for TSL as well as …

What can a neuron learn with spike-timing-dependent plasticity?

R Legenstein, C Naeger, W Maass - Neural computation, 2005 - direct.mit.edu
Spiking neurons are very flexible computational modules, which can implement with
different values of their adjustable synaptic parameters an enormous variety of different …

Synaptic learning rules, cortical circuits, and visual function

H Yao, Y Dan - The Neuroscientist, 2005 - journals.sagepub.com
Sensory experience is essential for the refinement of neuronal circuits during development
and for learning and memory in the adult brain. Such experience-dependent plasticity is …

Beyond pair-based STDP: A phenomenological rule for spike triplet and frequency effects

JP Pfister, W Gerstner - Advances in neural information …, 2005 - proceedings.neurips.cc
While classical experiments on spike-timing dependent plasticity analyzed synaptic changes
as a function of the timing of pairs of pre-and postsynaptic spikes, more recent experiments …

Synaptic and temporal ensemble interpretation of spike-timing-dependent plasticity

PA Appleby, T Elliott - Neural computation, 2005 - direct.mit.edu
We postulate that a simple, three-state synaptic switch governs changes in synaptic strength
at individual synapses. Under this switch rule, we show that a variety of experimental results …

Computer simulation of epilepsy: implications for seizure spread and behavioral dysfunction

WW Lytton, R Orman, M Stewart - Epilepsy & Behavior, 2005 - Elsevier
Hippocampal area CA3 has been one of the most intensively studied brain regions for
computer models of epileptiform activity. As physiological studies begin to extend outward to …

[PDF][PDF] Spatio-temporal and multimodal processing in a spiking neural mind of a robot

C Panchev - 2005 - researchgate.net
The brain is a remarkable computational “device” which works very well in tasks still well
beyond the computational capabilities of even the most powerful machines. It is a rich …

Spike timing-dependent synaptic plasticity in visual cortex: a modeling study

YS Shen, H Gao, H Yao - Journal of Computational Neuroscience, 2005 - Springer
Recent studies show that synaptic modification depends critically on the relative spike timing
of pre-and postsynaptic neurons. Here we explore the functional implications of spike timing …

Optimal spike-timing dependent plasticity for precise action potential firing

JP Pfister, T Toyoizumi, D Barber… - arXiv preprint q-bio …, 2005 - arxiv.org
In timing-based neural codes, neurons have to emit action potentials at precise moments in
time. We use a supervised learning paradigm to derive a synaptic update rule that optimizes …

[图书][B] A mechanistic model of calcium-dependent synaptic plasticity

LC Yeung - 2005 - search.proquest.com
A Mechanistic Model of Calcium-Dependent Synaptic Plasticity Page 1 A Mechanistic Model of
Calcium-Dependent Synaptic Plasticity by Luk Chong Yeung B.Sc. Universidade de Sao Paulo …