@article{Nelken-2005,
title = {Encoding Stimulus Information by Spike Numbers and
Mean Response Time in Primary Auditory Cortex},
author = {Nelken, Israel and Chechik, Gal and Mrsic-Flogel,
Thomas D. and King, Andrew J. and Schnupp, Jan
W. H.},
journal = {Journal of Computational Neuroscience},
volume = {19},
year = {2005},
publisher = {Springer}
pages = {199--221},
}
@article{chechik06,
title = {Reduction of Information Redundancy in the Ascending
Auditory Pathway},
author = {Gal Chechik, M. anderson and O. Bar-Yosef and
E. Young and N. tishby and Israel Nelken},
journal = {Neuron},
volume = {51},
year = {2006},
number = {3},
pages = {359--68},
}
@Article{Solomon-2004,
author = {I. Solomon and N. Marashak and G. Chechik and
L. Leibovici and A. Lubetsky, and H. Halkin, and
D. Ezra and N. Ash},
title = {Applying an artificial neural network to warfarin
maintenance does prediction},
journal = {Isr. Med. Assoc. J.},
year = {2004},
volume = {6(12)},
pages = {732-735},
}
@Article{Orourke-2006,
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{Chechik-2001-neurocomputing,
author = {G. Chechik },
title = {Spike time dependent plasiticty and mutual
information maximization},
journal = {Neurocomputing},
year = {2001},
volume = {38},
pages = {147-152},
file = {chechik_cns2000},
}
@article{Crammer04,
title = {A needle in a haystack: local one-class
optimization},
author = {Koby Crammer and Gal Chechik},
journal = {International Conference on Machine learning (ICML)},
year = {2004},
abstract = {This paper addresses the problem of finding a small
and coherent subset of points in a given data. This
problem, sometimes referred to as one-class
or set covering, requires to find a
small-radius ball that covers as many data points as
possible. It rises naturally in a wide range of
applications, from finding gene-modules to
extracting documents' topics, where many data points
are irrelevant to the task at hand, or in
applications where only positive examples are
available. Most previous approaches to this problem
focus on identifying and discarding a possible set
of outliers. In this paper we adopt an opposite
approach which directly aims to find a small set of
coherently structured regions, by using a loss
function that focuses on local properties of the
data. We formalize the learning task as an
optimization problem using the
Information-Bottleneck principle. An algorithm to
solve this optimization problem is then derived and
analyzed. Experiments on gene expression data and a
text document corpus demonstrate the merits of our
approach.},
}
@article{Chechik99,
title = {Effective Learning Requires Neuronal Remodeling of
Hebbian Synapses},
author = {Gal Chechik and Isaac Meilijson and Eytan Ruppin},
year = {1999},
}
@Article{Chechik-2000-neurocomputing,
author = {Gal Chechik and Isaac Meilijson and Eyten Ruppin },
title = {Neuronal normalization provides effective learning
through ineffective synaptic learning rules},
journal = {Neurocomputing},
year = {2000},
volume = {32},
pages = {345-351},
note = {chechik_cns99},
}
@Article{NeuroComputing-1999,
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},
}
@InProceedings{Globerson-2003,
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"
}
@incollection{Chechik-2005-embedding,
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},
}
@incollection{Chechik-2005-profile,
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 {Chechik-2004,
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{Chechik-2003,
author = "Gal Chechik and Naftali Tishby",
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",
}
@Article{Chechik-2005-gaussian,
author = {G. Chechik and A. Globerson and N. Tishby and
Y. Weiss},
title = {Information Bottleneck for {G}aussian Variables},
journal = JMLR,
year = {2005},
volume = {6},
pages = {165-188},
publisher = {MIT Press Cambridge, MA, USA}
}
@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{chechik2002ers,
title = {{Extracting relevant structures with side
information}},
author = {Chechik, G. and Tishby, N.},
journal = {Advances in Neural Information Processing Systems},
volume = {15},
year = {2002}
}
@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}
}
@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}
}