@article{chechik2001std, author = {Gal Chechik}, title = {Spike timing dependent plasticity and mutual information in spiking neurons}, journal = {Neurocomputing}, volume = {38-40}, year = {2001}, pages = {147-152}, ee = {http://dx.doi.org/10.1016/S0925-2312(01)00552-5}, bibsource = {DBLP, http://dblp.uni-trier.de} file = {chechik_cns2000}, } @incollection{avraham2003tre, title = {{Are there representations in embodied evolved agents? taking measures}}, author = {Avraham, H. and Chechik, G. and Ruppin, E.}, journal = {Advances in Artificial Life-Proceedings of the 7th European Conference on Artificial Life}, year = {2003}, publisher = {Springer} } @incollection{battle2007tac, title = {{Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Tasks}}, author = {Battle, A. and Chechik, G. and Koller, D.}, booktitle = {Advances in Neural Information Processing Systems: Proceedings of the 2006 Conference}, year = {2007}, publisher = {MIT Press} } @incollection{battle2006tac, title = {{Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Tasks}}, author = {Battle, A. and Chechik, G. and Koller, D.}, booktitle = {Human Brain Mapping: Proceedings of the 2006 Conference}, year = {2006}, } @incollection{chechik1997spd, title = {{Synaptic pruning during development: A novel account in neural terms}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, booktitle = {Sixth Annual Computational Neuroscience Meeting.(CNS97), Big Ski, Montana}, year = {1997} } @article{chechik1998spd, title = {{Synaptic pruning in development: A novel account in neural terms}}, author = {Chechick, G. and Meilijson, I. and Ruppin, E.}, journal = {Neural Computation}, volume = {10}, pages = {1759--1777}, year = {1998} } @article{chechik1998spd, title = {{Synaptic Pruning in Development: A Computational Account}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, journal = {Neural Computation}, volume = {10}, number = {7}, pages = {1759--1777}, year = {1998}, publisher = {MIT Press} } @article{chechik1999nnp, title = {{Neuronal normalization provides effective learning through ineffective synaptic learning rules}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, journal = {Neurocomputing}, year = {2000}, volume = {32}, pages = {345-351}, note = {chechik_cns99}, } @article{chechik1999nrb, author = {Gal Chechik and Isaac Meilijson and Eyten Ruppin}, title = {Neuronal regulation: A biologically plausible mechanism for efficient syanptic prunning in development}, journal = {Neurocomputing}, year = {1999}, volume = {26-27}, pages = {633-639}, note = {chechik_cns98}, } @incollection{chechik1999nri, title = {{Neuronal Regulation Implements Efficient Synaptic Pruning}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, journal = {Proceedings of the 1998 conference on Advances in neural information processing systems II table of contents}, pages = {97--103}, year = {1999}, publisher = {MIT Press Cambridge, MA, USA} } @article{chechik1999nrm, title = {{Neuronal Regulation: A Mechanism for Synaptic Pruning During Brain Maturation}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, journal = {Neural Computation}, volume = {11}, number = {8}, pages = {2061--2080}, year = {1999}, publisher = {MIT Press} } @incollection{chechik2000tdp, title = {{Temporally Dependent Plasticity: An Information Theoretic Account}}, author = {Chechik, G. and Tishby, N.}, booktitle = {Advances in Neural Information Processing Systems: Proceedings of the 2000 Conference}, volume = {13} } @article{chechik2001enl, title = {{Effective Neuronal Learning with Ineffective Hebbian Learning Rules}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, journal = {Neural Computation}, volume = {13}, number = {4}, pages = {817--840}, year = {2001}, publisher = {MIT Press} } @incollection{chechik2000nra, title = {{Neuronal Regulation and Hebbian Learning}}, author = {Chechik, G. and Horn, D. and Ruppin, E.}, year = {2000}, booktitle = {The handbook of brain theory and neural networks. 2nd Edition} publisher = {MIT Press} } @incollection{chechik2002ers, title = {{Extracting relevant structures with side information}}, author = {Chechik, G. and Tishby, N.}, title = "Extracting Relevant Structures with Side Information", booktitle = "Advances in Neural Information Processing Systems 15", editor = "S. Becker, S. Thrun and K. Obermayer", publisher = "MIT Press", address = "Cambridge, MA", pages = "857--864", year = "2003", } @incollection{chechik2002grm, title = {{Group redundancy measures reveal redundancy reduction in the auditory pathway}}, author = {Chechik, G. and Globerson, A. and Anderson, MJ and Young, ED and Nelken, I. and Tishby, N.}, booktitle = {Advances in Neural Information Processing Systems 14: Proceedings of the 2002 Conference}, pages = {173--180}, publisher = "MIT Press", address = "Cambridge, MA", year = {2002} } @phdthesis{chechik2003ita, title = {{An Information Theoretic Approach to the Study of Auditory Coding}}, author = {Chechik, G.}, year = {2003}, school = {Ph. D. Thesis, The Interdisciplinary Center for Neural Computation, Hebrew University of Jerusalem, Israel} } @InProceedings{chechik2003sdr, author = "Amir Globerson and Gal Chechik and Naftali Tishby", title = "Sufficient Dimensionality Reduction with Irrelevant Statistics", booktitle = "Proceedings of the 19th Annual Conference on Uncertainty in Artificial Intelligence (UAI-03)", publisher = "Morgan Kaufmann Publishers", address = "San Francisco, CA", year = "2003", pages = "281-288" } @article{chechik2003std, title = {{Spike-Timing-Dependent Plasticity and Relevant Mutual Information Maximization}}, author = {Chechik, G.}, journal = {Neural Computation}, volume = {15}, number = {7}, pages = {1481--1510}, year = {2003}, publisher = {MIT Press} } @incollection{chechik2004ibg, author = "Gal Chechik and Amir Globerson and Naftali Tishby and Yair Weiss", title = "Information Bottleneck for Gaussian Variables", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "information bottleneck, Gaussian processes, canonical correlations, dimensionality reduction", } @incollection{chechik2005dpa, author = {Sean {O'Rourke} and Gal {Chechik} and Robin {Friedman} and Eleazar {Eskin}}, title = {Discrete profile alignment via constrained information bottleneck}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and {L\'{e}on} Bottou}, publisher = {MIT Press}, address = {Cambridge, MA}, pages = {1009-1016}, year = {2005}, } @incollection{chechik2005eec, author = {Amir {Globerson} and Gal {Chechik} and Fernando {Pereira} and Naftali {Tishby}}, title = {Euclidean Embedding of Co-Occurrence Data}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and {L\'{e}on} Bottou}, publisher = {MIT Press}, address = {Cambridge, MA}, pages = {497-504}, year = {2005}, } @article{chechik2005gib, title = {{Gaussian information bottleneck}}, author = {Chechik, G. and Globerson, A. and Tishby, N. and Weiss, Y.}, journal = {Journal of Machine Learning Research}, volume = {6}, pages = {165--188}, year = {2005} } @article{chechik2005ibg, title = {{Information Bottleneck for Gaussian Variables}}, author = {Chechik, G. and Globerson, A. and Tishby, N. and Weiss, Y.}, journal = {The Journal of Machine Learning Research}, volume = {6}, pages = {165--188}, year = {2005}, publisher = {MIT Press Cambridge, MA, USA} } @article{chechik2005ibg, title = {{Information Bottleneck for Gaussian Variables}}, author = {Chechik, G. and Globerson, A. and Tishby, N. and Weiss, Y.}, journal = {The Journal of Machine Learning Research}, volume = {6}, pages = {165--188}, year = {2005}, publisher = {MIT Press Cambridge, MA, USA} } @Article{chechik2006dpc, author = {Sean O'rourke and Gal Chechik and Robin Friedman and Elazar Eskin}, title = {Discrete profile comparison using information bottleneck}, journal = {BMC Bioinformatics}, year = {2006}, volume = {7}, note = {orourke_bmc2006}, } @article{chechik2006rir, title = {{Reduction of Information Redundancy in the Ascending Auditory Pathway}}, author = {Chechik, G. and Anderson, M.J. and Bar-Yosef, O. and Young, E.D. and Tishby, N. and Nelken, I.}, journal = {Neuron}, volume = {51}, number = {3}, pages = {359--368}, year = {2006} } @article{chechik2007mmc, title = {{Max-margin classification of incomplete data}}, author = {Chechik, G. and Heitz, G. and Elidan, G. and Abbeel, P. and Koller, D.}, journal = {Advances in Neural Information Processing Systems: Proceedings of the 2006 Conference}, year = {2007}, publisher = {MIT Press} } @article{chechik2007nwn, title = {{NIPS workshop on New Problems and Methods in Computational Biology}}, author = {Chechik, G. and Leslie, C. and Noble, W.S. and R{\"a}tsch, G. and Morris, Q. and Tsuda, K.}, journal = {BMC Bioinformatics}, volume = {8}, number = {10}, pages = {S1}, year = {2007} } @article{chechik2008mmc, title = {{Max-margin classification of data with absent features}}, author = {Chechik, G. and Heitz, G. and Elidan, G. and Abbeel, P. and Koller, D.}, journal = {Journal of Machine Learning Research}, volume = {9}, pages = {1--21}, year = {2008} } @incollection{chechik2elr, title = {{Effective Learning Requires Neuronal Remodeling of Hebbian Synapses}}, author = {Chechik, G. and Meilijson, I. and Ruppin, E.}, booktitle = {Proceedings of the 1999 conference on Advances in neural information processing systems II table of contents}, volume = {12}, } @techreport{chechik:iba, title = {{Information bottleneck and linear projections of gaussian processes}}, author = {Chechik, G. and Globerson, A.}, institution = {Technical Report 4, Hebrew University, May 2003} } @article{chechik:tpv, title = {{Tuned protein variability in yeast metabolism}}, author = {Chechik, G. and Chen, M. and Koller, D.}, } @techreport{chechik:tst, title = {{Types, super-types and the mutual information distribution}}, author = {Chechik, G.}, institution = {Technical Report 4, Hebrew University, May 2003}, } @incollection{crammer2004nhl, title = {{A needle in a haystack: local one-class optimization}}, author = {Crammer, K. and Chechik, G.}, journal = {Proceedings of the twenty-first international conference on Machine learning}, year = {2004}, publisher = {ACM Press New York, NY, USA} } @techreport{globerson2001dcm, title = {{Distributional clustering of movements based on neural responses}}, author = {Globerson, A. and Chechik, G. and Tishby, N. and Steinberg, O. and Vaadia, E.}, year = {2001}, publisher = {unpublished manuscript} } @article{globerson2003sdr, title = {{Sufficient dimensionality reduction with irrelevance statistics}}, author = {Globerson, A. and Chechik, G. and Tishby, N.}, journal = {Proceeding of the 19th Conference on Uncertainty in Artificial Intelligence, Acapulco, Mexico}, year = {2003} } @incollection{globerson2005ecr, title = {{Extracting Continuous Relevant Features}}, author = {Globerson, A. and Chechik, G. and Tishby, N.}, journal = {Innovations in Classification, Data Science, and Information Systems: Proceedings of the 27th Annual Conference of the Gesellschaft F{\"u}r Klassifikation EV, Brandenburg University of Technology, Cottbus, March 12-14, 2003}, year = {2005}, publisher = {Springer} } @article{globerson2006ehd, title = {{Embedding Heterogeneous Data using Statistical Models}}, author = {Globerson, A. and Chechik, G. and Pereira, F. and Tishby, N.}, journal = {Proceedings of the national conference on artificial intelligence}, volume = {21}, number = {2}, pages = {1605}, year = {2006}, publisher = {AAAI Press; MIT Press; 1999} } @article{globerson2007eec, title = {{Euclidean Embedding of Co-occurrence Data}}, author = {Globerson, A. and Chechik, G. and Pereira, F. and Tishby, N.}, journal = {The Journal of Machine Learning Research}, volume = {8}, pages = {2265--2295}, year = {2007}, publisher = {MIT Press Cambridge, MA, USA} } @article{nelken2003tsr, title = {{Transformation of stimulus representation in the ascending auditory system}}, author = {Nelken, I. and Ulanovsky, N. and Las, L. and Bar-Yosef, O. and Anderson, M. and Chechik, G. and Tishby, N. and Young, E.D.}, journal = {Auditory signal processing: physiology, psychoacoustics and models. Edited by Pressnitzer D, de Cheveigne A, McAdams S, Collet L. New York: Springer Verlag}, pages = {358--416}, year = {2003}, publisher = {Springer}, } @article{nelken2005esi, title = {{Encoding Stimulus Information by Spike Numbers and Mean Response Time in Primary Auditory Cortex}}, author = {Nelken, I. and Chechik, G. and Mrsic-Flogel, T.D. and King, A.J. and Schnupp, J.W.H.}, journal = {Journal of Computational Neuroscience}, volume = {19}, number = {2}, pages = {199--221}, year = {2005}, publisher = {Springer} } @article{nelken2007ita, title = {{Information theory in auditory research}}, author = {Nelken, I. and Chechik, G.}, journal = {Hearing Research}, volume = {229}, number = {1-2}, pages = {94--105}, year = {2007}, publisher = {Elsevier} } @article{orourke2005sos, title = {{Separation of overlapping subpopulations by mutual information}}, author = {O’Rourke, S. and Chechik, G. and Eskin, E.}, journal = {Proc. NIPS Workshop Comput. Biol. Anal. Heterogeneous Data}, year = {2005} } @article{orourke2006dpc, title = {{Discrete profile comparison using information bottleneck}}, author = {Sean, O.R. and Chechik, G. and Friedman, R. and Eskin, E.}, journal = {BMC Bioinformatics}, volume = {7}, number = {1}, pages = {S8}, year = {2006} } @article{solomon2004aan, title = {{Applying an Artificial Neural Network to Warfarin Maintenance Dose Prediction}}, author = {Solomon, I. and Maharshak, N. Chechik, G. and Leibovici, L. and Lubetsky, A. and Halkin, H. and Ezra, D. and Ash, N.}, journal = {Isr Med Assoc J}, volume = {6}, number = {12}, pages = {732-5} year = {2004}, }