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In Silico and In Vivo Information Representation and Neural Computation
http://bionet.ee.columbia.edu

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[BIONET Publications]

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Journal Publications

[Conference Papers][Technical Reports]

• Aurel A. Lazar and Yiyin Zhou, Massively Parallel Neural Encoding and Decoding of Visual Stimuli, Neural Networks, 2012, Special Issue: IJCNN 2011, to appear. [Paper] [BibTeX]

• Anmo J. Kim and Aurel A. Lazar, Recovery of Stimuli Encoded with a Hodgkin-Huxley Neuron Using Conditional PRCs, Phase Response Curves in Neuroscience, N.W. Schultheiss, A. Prinz, and R. Butera, eds., Springer, 2011, to appear. [Paper] [BibTeX]
• Alexander G. Dimitrov, Aurel A. Lazar and Jonathan D. Victor, Information Theory in Neuroscience, Journal of Computational Neuroscience, Volume 30, Number 1, pp. 1-5, February, 2011, Special Issue on Methods of Information Theory, doi:10.1007/s10827-011-0314-3. [BibTeX]
• Anmo J. Kim, Aurel A. Lazar and Yevgeniy B. Slutskiy, System Identification of Drosophila Olfactory Sensory Neurons, Journal of Computational Neuroscience, Volume 30, Number 1, pp. 143-161, February, 2011, Special Issue on Methods of Information Theory, doi:10.1007/s10827-010-0265-0. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Video Time Encoding Machines, IEEE Transactions on Neural Networks, Volume 22, Number 3, pp. 461-473, March, 2011, doi:10.1109/TNN.2010.2103323. [Paper] [BibTeX]

• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Consistent Recovery of Sensory Stimuli Encoded with MIMO Neural Circuits, Computational Intelligence and Neuroscience, Volume 2010, 2010, Special Issue on Signal Processing for Neural Spike Trains, doi:10.1155/2010/469658. [Paper] [BibTeX]
• Aurel A. Lazar, Population Encoding with Hodgkin-Huxley Neurons, IEEE Transactions on Information Theory, Volume 56, Number 2, pp. 821-837, February, 2010, Special Issue on Molecular Biology and Neuroscience, doi:10.1109/TIT.2009.2037040. [Paper] [BibTeX]
• Aurel A. Lazar, Eftychios A. Pnevmatikakis and Yiyin 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, doi:10.1016/j.visres.2010.03.015. [Paper] [BibTeX]

• Aurel A. Lazar and Eftychios 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, doi:10.1155/2009/682930. [Paper] [BibTeX]

• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Faithful Representation of Stimuli with a Population of Integrate-and-Fire Neurons, Neural Computation, Volume 20, Number 11, pp. 2715-2744, November, 2008, doi:10.1162/neco.2008.06-07-559. [Paper] [BibTeX]
• Aurel A. Lazar, Erno K. Simonyi and Laszlo T. Toth, An Overcomplete Stitching Algorithm for Time Decoding Machines, IEEE Transactions on Circuits and Systems-I: Regular Papers, Volume 55, Number 9, pp. 2619-2630, October, 2008, doi:10.1109/TCSI.2008.920982. [Paper] [BibTeX]

• Aurel A. Lazar, Information Representation with an Ensemble of Hodgkin-Huxley Neurons, Neurocomputing, Volume 70, pp. 1764-1771, June, 2007, doi:10.1016/j.neucom.2006.10.128. [Paper] [BibTeX]

• Aurel A. Lazar, Time Encoding Machines with Multiplicative Coupling, Feedforward and Feedback, IEEE Transactions on Circuits and Systems-II: Express Briefs, Volume 53, Number 8, pp. 672-676, August, 2006, doi:10.1109/TCSII.2006.876462. [Paper] [BibTeX]
• Aurel A. Lazar, A Simple Model of Spike Processing, Neurocomputing, Volume 69, pp. 1081-1085, June, 2006, doi:10.1016/j.neucom.2005.12.050. [Paper] [BibTeX]

• Aurel A. Lazar, Multichannel Time Encoding with Integrate-and-Fire Neurons, Neurocomputing, Volume 65-66, pp. 401-407, June, 2005, doi:10.1016/j.neucom.2004.10.034. [Paper] [BibTeX]

• Aurel A. Lazar and Laszlo T. Toth, Perfect Recovery and Sensitivity Analysis of Time Encoded Bandlimited Signals, IEEE Transactions on Circuits and Systems-I: Regular Papers, Volume 51, Number 10, pp. 2060-2073, October, 2004, doi:10.1109/TCSI.2004.835026. [Paper] [BibTeX]
• Aurel A. Lazar, Time Encoding with an Integrate-and-Fire Neuron with a Refractory Period, Neurocomputing, Volume 58-60, pp. 53-58, June, 2004, doi:10.1016/j.neucom.2004.01.022. [Paper] [BibTeX]

Conference Papers

[Journal Publications] [Technical Reports]

• Aurel A. Lazar and Yevgeniy B. Slutskiy, Identifying Dendritic Processing in Drosophila OSNs, Computational and Systems Neuroscience Meeting, Salt Lake City, UT, February, 2012. [BibTeX]

• Anmo J. Kim, Aurel A. Lazar and Yevgeniy B. Slutskiy, Drosophila Projection Neurons Encode the Acceleration of Time-Varying Odor Waveforms, Computational and Systems Neuroscience Meeting, Salt Lake City, UT, February, 2011, oral presentation. [BibTeX]
• Anmo J. Kim, Aurel A. Lazar and Yevgeniy B. Slutskiy, Investigating Odor Identity Encoding in Drosophila OSNs, Computational and Systems Neuroscience Meeting, Salt Lake City, UT, February, 2011. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Encoding of Multivariate Stimuli with MIMO Neural Circuits, Proceedings of the ISIT 2011, Saint Petersburg, Russia, IEEE, July 31 - August 5, 2011. [Paper] [BibTeX]
• Aurel A. Lazar and Yevgeniy B. Slutskiy, Identifying Dendritic Processing in a [Filter]-[Hodgkin Huxley] Circuit, Computational Neuroscience Meeting, CNS*2011, Stockholm, Sweden, July 23-28, 2011. [BibTeX]
• Aurel A. Lazar and Yiyin Zhou, Realizing Video Time Decoding Machines with Recurrent Neural Networks, Proceedings of the International Joint Conference on Neural Networks, IEEE, San Jose, CA, July 31 - August 5, 2011. [Paper] [BibTeX]

• Anmo J. Kim, Aurel A. Lazar and Yevgeniy Slutskiy, 2D Encoding of Concentration and Concentration Gradient in Drosophila ORNs, Computational and Systems Neuroscience Meeting, COSYNE 2010, Salt Lake City, UT, February, 2010, doi:10.3389/conf.fnins.2010.03.00280. [BibTeX]
• Anmo J. Kim, Aurel A. Lazar and Yevgeniy Slutskiy, System Identification of the DM4 Glomerulus in the Drosophila Antennal Lobe, Computational Neuroscience Meeting, (CNS*2010), San Antonio, TX, July 24 - 30, 2010, doi:10.1186/1471-2202-11-S1-P174. [BibTeX]
• Aurel A. Lazar and Yevgeniy B. Slutskiy, Identifying Dendritic Processing, Advances in Neural Information Processing Systems 23, J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta, pp. 1261--1269, 2010, spotlight presentation. [Paper] [BibTeX]
• Aurel A. Lazar and Robert J. Turetsky, Encoding Auditory Scenes with a Population of Hodgkin-Huxley Neurons, Computational Neuroscience Meeting, (CNS*2010), San Antonio, TX, July 24 - 30, 2010, doi:10.1186/1471-2202-11-S1-P167. [BibTeX]
• Aurel A. Lazar and Yiyin Zhou, Encoding Visual Stimuli with a Population of Hodgkin-Huxley Neurons, (CNS*2010), San Antonio, TX, July 24 - 30, 2010, doi:10.1186/1471-2202-11-S1-P180. [BibTeX]

• Anmo J. Kim and Aurel A. Lazar, Recovery of Stimuli Encoded with a Hodgkin-Huxley Neuron Using Conditional PRCs, Computational Neuroscience Meeting, (CNS*09), Berlin, Germany, July 18 - 23, 2009, doi:10.1186/1471-2202-10-S1-P102. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Consistent Recovery of Stimuli Encoded with a Neural Ensemble, Proceedings of the ICASSP 2009, Taipeh, Taiwan, pp. 3497-3500, April 19-24, 2009, doi:10.1109/ICASSP.2009.4960379. [Paper] [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Reconstruction and Classification of Stimuli Encoded with Neural Circuits with Feedback, (CNS*09), Computational Neuroscience Meeting, Berlin, Germany, July 18 - 23, 2009, doi:10.1186/1471-2202-10-S1-P123. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Invariant Representations of Visual Streams in the Spike Domain, Bernstein Conference in Computational Neuroscience, Frankfurt am Main, Germany, September 30 - October 2, 2009, doi:10.3389/conf.neuro.10.2009.14.100. [BibTeX]

• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Faithful Representation of Video Streams with a Population of Spiking Neurons, Computational and Systems Neuroscience Meeting, COSYNE 2008, Salt Lake City, UT, February 28 - March 2, 2008. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, A Simple Spiking Retina Model for Exact Video Stimulus Representation, The Computational Neuroscience Meeting, CNS*2008, Portland, Oregon, July 19 - 24, 2008, doi:10.1186/1471-2202-9-S1-P130. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Encoding, Processing and Decoding of Sensory Stimuli with a Spiking Neural Population, AREADNE 2008, Research in Encoding and Decoding of Neural Ensembles, Santorini, Greece, June 26-29, 2008. [BibTeX]
• Aurel A. Lazar and Eftychios A. Pnevmatikakis, A Video Time Encoding Machine, IEEE International Conference on Image Processing, San Diego, CA, pp. 717-720, October 12-15, 2008, doi:10.1109/ICIP.2008.4711855. [Paper] [BibTeX]

• Aurel A. Lazar and Eftychios A. Pnevmatikakis, Multi Input Multi Output Neural Population Encoding, The Computational Neuroscience Meeting, CNS*2007, Toronto, Canada, July 8-10, 2007, featured talk, doi:10.1186/1471-2202-8-S2-S5. [BibTeX]
• Aurel A. Lazar, Recovery of Stimuli Encoded with Hodgkin-Huxley Neurons, Computational and Systems Neuroscience Meeting, COSYNE 2007, Salt Lake City, UT, February 22-25, 2007. [BibTeX]
• Aurel A. Lazar, Time Encoding Machines, Neuromorphic Engineering Workshop, Telluride, CO, July 1-21, 2007. [BibTeX]

• Aurel A. Lazar and Eftychios A. Pnevmatikakis, A Stochastic Model of Olfactory Transduction, Conference on Engineering Principles in Biological Systems, Cold Spring Harbor Laboratory, NY, December 3-6, 2006. [BibTeX]
• Aurel A. Lazar, Neural Diversity and Ensemble Encoding, Computational and Systems Neuroscience Meeting, COSYNE 2006, Salt Lake City, UT, March 5-8, 2006. [BibTeX]
• Aurel A. Lazar, Information Representation with an Ensemble of Hodgkin-Huxley Neurons, Computational Neuroscience Meeting, CNS*2006, Edinburgh, U.K., July 16-20, 2006. [BibTeX]
• Aurel A. Lazar, Recovery of Stimuli Encoded with Spiking Neuron Models, Conference on Engineering Principles in Biological Systems, Cold Spring Harbor Laboratory, NY, December 3-6, 2006. [BibTeX]
• Aurel A. Lazar, Erno K. Simonyi and Laszlo T. Toth, A Real-Time Algorithm for Time Decoding Machines, 14th European Signal Processing Conference, September, 2006. [Paper] [BibTeX]

• Aurel A. Lazar, Erno K. Simonyi and Laszlo T. Toth, A Toeplitz Formulation of a Real-Time Algorithm for Time Decoding Machines, Proceedings of the Conference on Telecommunication Systems, Modeling and Analysis, November, 2005. [Paper] [BibTeX]
• Peter R. Kinget, Aurel A. Lazar and Laszlo T. Toth, On the Robustness of the VLSI Implementation of a Time Encoding Machine, IEEE International Symposium on Circuits and Systems, May, 2005. [Paper] [BibTeX]
• Aurel A. Lazar, The Hodgkin-Huxley Neuron as a Neuro-Modulator, Computational and Systems Neuroscience Meeting, COSYNE 2005, Salt Lake City, UT, March 17-20, 2005. [BibTeX]
• Aurel A. Lazar, A Simple Model of Spike Processing, Computational Neuroscience Meeting, CNS*2005, Madison, WI, July 17-21, 2005. [BibTeX]
• Aurel A. Lazar, Erno K. Simonyi and Laszlo T. Toth, Fast Recovery Algorithms of Time Encoded Bandlimited Signals, IEEE International Conference on Acoustics, Speech and Signal Processing, Volume 4, pp. 237-240, March, 2005. [Paper] [BibTeX]
• Aurel A. Lazar, Erno K. Simonyi and Laszlo T. Toth, Time Encoding of Bandlimited Signals, An Overview, Proceedings of the Conference on Telecommunication Systems, Modeling and Analysis, November, 2005. [Paper] [BibTeX]

• Aurel A. Lazar and Laszlo T. Toth, Sensitivity Analysis of Time Encoded Bandlimited Signals, IEEE International Conference on Acoustics, Speech and Signal Processing, Volume 2, pp. II901-904, May, 2004. [Paper] [BibTeX]
• Aurel A. Lazar, Spatio-Temporal Models for Time Encoding and Stimulus Recovery, Computational and Systems Neuroscience Meeting, COSYNE 2004, Cold Spring Harbor Laboratory, NY, March 24-28, 2004. [BibTeX]
• Aurel A. Lazar, Time Encoding with Filter Banks and Integrate-and-Fire Neurons, The Computational Neuroscience Meeting, CNS*2004, Baltimore, MD, July 18-20, 2004. [BibTeX]
• Aurel A. Lazar, Tomas Roska, Erno K. Simonyi and Laszlo T. Toth, A Time Decoding Realization with a CNN, 7th Seminar on Neural Networks Applications in Electrical Engineering, Neurel 2004, pp. 97-102, September, 2004. [Paper] [BibTeX]

• Aurel A. Lazar and Laszlo T. Toth, Time Encoding and Perfect Recovery of Bandlimited Signals, IEEE International Conference on Acoustics, Speech and Signal Processing, Volume 6, pp. VI709-712, April, 2003. [Paper] [BibTeX]
• Aurel A. Lazar, Time Encoding with the Integrate-and-Fire Neuron, Neural Information and Coding Workshop, Snowbird, Utah, March 1-4, 2003. [BibTeX]
• Aurel A. Lazar, Time Encoding with an Integrate-and-Fire Neuron with a Refractory Period, The Computational Neuroscience Meeting, CNS*2003, Alicante, Spain, July 5-9, 2003. [BibTeX]

Technical Reports

[Conference Papers][Journal Publications]

• Csaba Kaldy, Aurel A. Lazar, Erno K. Simonyi, and Laszlo T. Toth, Time Encoded Communications for Human Area Network Biomonitoring, Department of Electrical Engineering, Columbia University, New York, NY, Number 2-07, June, 2007. [Paper] [BibTeX]

• Aurel A. Lazar, A Simple Model of Spike Processing, Department of Electrical Engineering, Columbia University, April, 2005. [Paper] [BibTeX]
• Aurel A. Lazar, Modeling the Architecture of the Olfactory System, Department of Electrical Engineering, Columbia University, May, 2005. [Paper] [BibTeX]

• Aurel A. Lazar, Time Encoding Using Filter Banks and Integrate and-Fire Neurons, Department of Electrical Engineering, Columbia University, September, 2003. [Paper] [BibTeX]

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[BIONET Publications]

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