User profiles for W. Gerstner

Wulfram Gerstner

EPFL
Verified email at epfl.ch
Cited by 36148

Mathematical formulations of Hebbian learning

W Gerstner, WM Kistler - Biological cybernetics, 2002 - Springer
… paper are based on a recent book on spiking neuron models (Gerstner and Kistler 2002). …
the learning window was taken equal to 1 ms (Gerstner and van Hemmen 1993). If the width of …

[BOOK][B] Spiking neuron models: Single neurons, populations, plasticity

W Gerstner, WM Kistler - 2002 - books.google.com
Neurons in the brain communicate by short electrical pulses, the so-called action potentials
or spikes. How can we understand the process of spike generation? How can we understand …

A neuronal learning rule for sub-millisecond temporal coding

W Gerstner, R Kempter, JL Van Hemmen, H Wagner - Nature, 1996 - nature.com
A PARADOX that exists in auditory and electrosensory neural systems 1,2 is that they encode
behaviourally relevant signals in the range of a few microseconds with neurons that are at …

Neural codes: firing rates and beyond

W Gerstner, AK Kreiter, H Markram… - Proceedings of the …, 1997 - National Acad Sciences
Computational neuroscience has contributed significantly to our understanding of higher
brain function by combining experimental neurobiology, psychophysics, modeling, and …

[HTML][HTML] Phenomenological models of synaptic plasticity based on spike timing

A Morrison, M Diesmann, W Gerstner - Biological cybernetics, 2008 - Springer
… by .w = 0, and therefore also by w/ν 2 = 0. Figure 6 plots (18) for a range of w and a variety
… STDP the curves pass through w/ν 2 = 0 at an intermediate value of w and with a negative …

[HTML][HTML] A history of spike-timing-dependent plasticity

H Markram, W Gerstner, PJ Sjöström - Frontiers in synaptic …, 2011 - frontiersin.org
… In 1993, Gerstner and colleagues proposed that potentiation of synaptic strength can only
be triggered if a postsynaptic spike coincides with the EPSP caused by incoming synaptic …

Hebbian learning and spiking neurons

R Kempter, W Gerstner, JL Van Hemmen - Physical Review E, 1999 - APS
… 2, we define the width W of the learning window W(s) and consider the case TW… W,W. Formally
we require … of the learning process we need the integrals W(0)ªds W(s) and ds W(s)2. The …

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

W Gerstner, R Ritz, JL Van Hemmen - Biological cybernetics, 1993 - Springer
… The model has been discussed in extenso by Gerstner and van Hemmen (1992a) and will
be reviewed briefly here. In a noiseless idealization, a spike would be induced as soon as the …

Connectivity reflects coding: a model of voltage-based STDP with homeostasis

C Clopath, L Büsing, E Vasilaki, W Gerstner - Nature neuroscience, 2010 - nature.com
Electrophysiological connectivity patterns in cortex often have a few strong connections,
which are sometimes bidirectional, among a lot of weak connections. To explain these …

[BOOK][B] Neuronal dynamics: From single neurons to networks and models of cognition

W Gerstner, WM Kistler, R Naud, L Paninski - 2014 - books.google.com
… Additional resources for this publication at www.cambridge.org/gerstner … Wulfram
Gerstner wrote the first drafts of Parts III and IV and contributed text to all other chapters. …