Population dynamics of spiking neurons: fast transients, asynchronous states, and locking

W Gerstner - Neural computation, 2000 - ieeexplore.ieee.org
An integral equation describing the time evolution of the population activity in a
homogeneous pool of spiking neurons of the integrate-and-fire type is discussed. It is …

Why spikes? Hebbian learning and retrieval of time-resolved excitation patterns

W Gerstner, R Ritz, JL Van Hemmen - Biological cybernetics, 1993 - Springer
Hebbian learning allows a network of spiking neurons to store and retrieve spatio-temporal
patterns with a time resolution of 1 ms, despite the long postsynaptic and dendritic …

Synchronization induced by temporal delays in pulse-coupled oscillators

U Ernst, K Pawelzik, T Geisel - Physical review letters, 1995 - APS
We derive return maps and phase diagrams to identify mechanisms of synchronization of
pulse-coupled oscillators and emphasize the importance of temporal delays and inhibitory …

Inhibitory plasticity: balance, control, and codependence

G Hennequin, EJ Agnes… - Annual review of …, 2017 - annualreviews.org
Inhibitory neurons, although relatively few in number, exert powerful control over brain
circuits. They stabilize network activity in the face of strong feedback excitation and actively …

Reduction of the Hodgkin-Huxley equations to a single-variable threshold model

WM Kistler, W Gerstner, JL Hemmen - Neural computation, 1997 - direct.mit.edu
It is generally believed that a neuron is a threshold element that fires when some variable u
reaches a threshold. Here we pursue the question of whether this picture can be justified …

Theory and simulation in neuroscience

W Gerstner, H Sprekeler, G Deco - science, 2012 - science.org
Modeling work in neuroscience can be classified using two different criteria. The first one is
the complexity of the model, ranging from simplified conceptual models that are amenable to …

Generalized integrate-and-fire models of neuronal activity approximate spike trains of a detailed model to a high degree of accuracy

R Jolivet, TJ Lewis, W Gerstner - Journal of …, 2004 - journals.physiology.org
We demonstrate that single-variable integrate-and-fire models can quantitatively capture the
dynamics of a physiologically detailed model for fast-spiking cortical neurons. Through a …

[图书][B] Computational maps in the visual cortex

R Miikkulainen, JA Bednar, Y Choe, J Sirosh - 2006 - books.google.com
Biological structures can be seen as collections of special devices coordinated by a matrix of
organization. Devices are dif? cult to evolve and are meticulously conserved through the …

Rapid local synchronization of action potentials: toward computation with coupled integrate-and-fire neurons.

JJ Hopfield, AV Herz - … of the National Academy of Sciences, 1995 - National Acad Sciences
The collective behavior of interconnected spiking nerve cells is investigated. It is shown that
a variety of model systems exhibit the same short-time behavior and rapidly converge to …

Spiking neurons

W Gerstner - 1998 - direct.mit.edu
An organism which interacts with its environment must be capable of receiving sensory input
from the environment. It has to process the sensory information, recognize food sources or …