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NECO
2008
106views more  NECO 2008»
13 years 4 months ago
Faithful Representation of Stimuli with a Population of Integrate-and-Fire Neurons
We consider a formal model of stimulus encoding with a circuit consisting of a bank of filters and an ensemble of integrate-and-fire neurons. Such models arise in olfactory system...
Aurel A. Lazar, Eftychios A. Pnevmatikakis
BC
2007
100views more  BC 2007»
13 years 4 months ago
Neuronal selectivity, population sparseness, and ergodicity in the inferior temporal visual cortex
Abstract Thesparsenessoftheencodingofstimulibysingle neurons and by populations of neurons is fundamental to understanding the efficiency and capacity of representations in the br...
Leonardo Franco, Edmund T. Rolls, Nikolaos C. Agge...
JOCN
2010
138views more  JOCN 2010»
12 years 11 months ago
Formation of Category Representations in Superior Temporal Sulcus
The human brain contains cortical areas specialized in representing object categories. Visual experience is known to change the responses in these category-selective areas of the ...
Marieke van der Linden, Miranda van Turennout, Pet...
TNN
2011
126views more  TNN 2011»
12 years 11 months ago
Video Time Encoding Machines
—We investigate architectures for time encoding and time decoding of visual stimuli such as natural and synthetic video streams (movies, animation). The architecture for time enc...
Aurel A. Lazar, Eftychios A. Pnevmatikakis
NIPS
2004
13 years 5 months ago
Probabilistic Computation in Spiking Populations
As animals interact with their environments, they must constantly update estimates about their states. Bayesian models combine prior probabilities, a dynamical model and sensory e...
Richard S. Zemel, Quentin J. M. Huys, Rama Nataraj...