Journal Articles by E. A. Pnevmatikakis


A. A. Lazar and E. A. Pnevmatikakis
Faithful Representation of Stimuli with a Population of Integrate-and-Fire Neurons
Neural Computation , Volume 20 , Number 11 , The MIT Press , pp. 2715-2744 , November 2008
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A. A. Lazar and E. A. Pnevmatikakis
Reconstruction of Sensory Stimuli Encoded with Integrate-and-Fire Neurons with Random Thresholds
EURASIP Journal on Advances in Signal Processing , Volume 2009 , 2009 , Special Issue on Statistical Signal Processing in Neuroscience
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A. A. Lazar and E. A. Pnevmatikakis
Consistent Recovery of Sensory Stimuli Encoded with MIMO Neural Circuits
Computational Intelligence and Neuroscience , Hindawi Publishing Corporation , February 2010 , Article ID 469658, Special Issue on Signal Processing for Neural Spike Trains
Keywords:- sensory stimuli   time encoding   mimo   mimo neural circuits   stimulus reconstruction
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A. A. Lazar and E. A. Pnevmatikakis
Video Time Encoding Machines
IEEE Transactions on Neural Networks , Volume 22 , Number 3 , pp. 461-473 , March 2011
Keywords:- faithful representation   neural circuit architectures   spiking neurons   time encoding   visual receptive fields.
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A. A. Lazar, E. A. Pnevmatikakis, and Y. Zhou
The Power of Connectivity: Identity Preserving Transformations on Visual Streams in the Spike Domain
Neural Networks , Volume 44 , pp. 22-35 , 2013
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A. A. Lazar, E. A. Pnevmatikakis, and Y. Zhou
Encoding Natural Scenes with Neural Circuits with Random Thresholds
Vision Research , Volume 50 , Number 22 , pp. 2200-2212 , October 2010 , Special Issue on Mathematical Models of Visual Coding
Keywords:- neural encoding of natural scenes   receptive fields   neural circuits with random thresholds   reconstruction of visual stimuli   reproducing kernel hilbert spaces   regularization.
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Conference Papers


A. A. Lazar and E. A. Pnevmatikakis
Encoding of Multivariate Stimuli with MIMO Neural Circuits
Proceedings of the ISIT 2011 , IEEE , July 31 - August 5 , 2011 , Saint Petersburg, Russia
Keywords:- time encoding   spiking neurons   mimo sampling   video encoding   compressed sensing.
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A. A. Lazar and E. A. Pnevmatikakis
A Video Time Encoding Machine
IEEE International Conference on Image Processing , pp. 717-720 , October 12-15 , 2008 , San Diego, CA
Keywords:- time encoding   video coding   integrateand-fire neurons   frames   gabor wavelets
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A. A. Lazar and E. A. Pnevmatikakis
Consistent Recovery of Stimuli Encoded with a Neural Ensemble
Proceedings of the ICASSP 2009 , pp. 3497-3500 , April 19-24 , 2009 , Taipeh, Taiwan
Keywords:- time encoding   spiking neurons   consistent recovery.
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Abstracts


A. A. Lazar and E. A. Pnevmatikakis
Encoding, Processing and Decoding of Sensory Stimuli with a Spiking Neural Population
AREADNE 2008, Research in Encoding and Decoding of Neural Ensembles , 26-29 , 2008 , Santorini, Greece
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A. A. Lazar and E. A. Pnevmatikakis
Invariant Representations of Visual Streams in the Spike Domain
Bernstein Conference in Computational Neuroscience , September 30 - October 2 , 2009 , Frankfurt am Main, Germany
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A. A. Lazar and E. A. Pnevmatikakis
A Stochastic Model of Olfactory Transduction
Conference on Engineering Principles in Biological Systems , December 3-6 , 2006 , Cold Spring Harbor Laboratory, Cold Spring Harbor, NY
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A. A. Lazar and E. A. Pnevmatikakis
A Simple Spiking Retina Model for Exact Video Stimulus Representation
The Computational Neuroscience Meeting , July 19-24 , 2008 , Portland, Oregon
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A. A. Lazar and E. A. Pnevmatikakis
Reconstruction and Classification of Stimuli Encoded with Neural Circuits with Feedback
Computational Neuroscience Meeting , July 18-23 , 2009 , Berlin, Germany
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A. A. Lazar and E. A. Pnevmatikakis
Multi Input Multi Output Neural Population Encoding
The Computational Neuroscience Meeting , July 8-10 , 2007 , Toronto, Canada , featured talk
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A. A. Lazar and E. A. Pnevmatikakis
Faithful Representation of Video Streams with a Population of Spiking Neurons
Computational and Systems Neuroscience Meeting , February 28 - March 2 , 2008 , Salt Lake City, UT
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