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Pubs /
Bibliography
@INPROCEEDINGS{fisher99b,
author = {{Fisher~III}, J. W. and A. T. Ihler and P. Viola},
editor = {S. A. Solla and T. K. Leen and K-R. M{\"u}ller},
year = 2000,
title = {Learning Informative Statistics: A Nonparametric Approach},
booktitle = {Neural Information Processing Systems 12}
}
@MASTERSTHESIS{ihler00,
author = {A. Ihler},
month = dec,
year = 2000,
title = {Maximally Informative Subspaces: Nonparametric Estimation for
Dynamical Systems},
school = {MIT}
}
@INPROCEEDINGS{ihler01,
author = {A. T. Ihler and J. W. {Fisher~III} and A. S. Willsky},
month = may,
year = 2001,
title = {Nonparametric estimators for online signature authentication},
booktitle = {International Conference on Acoustics, Speech, and Signal Processing}
}
@TECHREPORT{sudderth02,
author = {Erik B. Sudderth and Alexander T. Ihler and William T. Freeman and
Alan S. Willsky},
year = 2002,
title = {Nonparametric Belief Propagation},
number = {MIT//LIDS P-2551},
institution = {MIT, Laboratory for Information and Decision Systems}
}
@INPROCEEDINGS{ihler03a,
author = {A. T. Ihler and J. W. {Fisher~III} and A. S. Willsky},
month = apr,
year = 2003,
title = {Hypothesis testing over factorizations for data association},
booktitle = {Information Processing in Sensor Networks},
pages = {239--253}
}
@INPROCEEDINGS{ihler03b,
author = {Ihler, A. T. and Sudderth, E. B. and Freeman, W. T. and Willsky, A. S.},
year = 2004,
title = {Efficient Multiscale Sampling from Products of {G}aussian Mixtures},
booktitle = {Neural Information Processing Systems 16},
editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}",
publisher = "MIT Press",
address = "Cambridge, MA",
}
@INPROCEEDINGS{sudderth03a,
author = {E. B. Sudderth and A. T. Ihler and W. T. Freeman and A. S. Willsky},
year = 2003,
title = {Nonparametric Belief Propagation},
booktitle = {Computer Vision and Pattern Recognition},
}
@INPROCEEDINGS{ihler04a,
author = {A. T. Ihler and J. W. {Fisher~III} and R. L. Moses and A. S.
Willsky},
year = 2004,
title = {Nonparametric Belief Propagation for Self-Calibration in Sensor
Networks},
booktitle = {Information Processing in Sensor Networks}
}
@INPROCEEDINGS{ihler04b,
author = {A. T. Ihler and J. W. {Fisher~III} and R. L. Moses and A. S.
Willsky},
year = 2004,
title = {Nonparametric Belief Propagation for Sensor Self-Calibration},
booktitle = {International Conference on Acoustics, Speech, and Signal Processing}
}
@ARTICLE{ihler05a,
author = {A. T. Ihler and J. W. {Fisher~III} and R. L. Moses and A. S.
Willsky},
year = 2005,
title = {Nonparametric Belief Propagation for Self-Calibration in Sensor
Networks},
journal = {IEEE Journal of Selected Areas in Communication}
volume = 23,
number = 4,
pages = {809--819}
}
@TECHREPORT{ihler04d,
author = {A. T. Ihler and J. W. {Fisher~III} and A. S. Willsky},
year = 2004,
title = {Communication-Constrained Inference},
number = 2601,
institution = {MIT, Laboratory for Information and Decision Systems}
}
@INPROCEEDINGS{ihler04f,
author = {A. T. Ihler and J. W. {Fisher~III} and A. S. Willsky},
year = 2005,
title = {Message Errors in Belief Propagation},
booktitle = {Neural Information Processing Systems 17},
editor = {Lawrence K. Saul and Yair Weiss and {L\'{e}on} Bottou},
publisher = {MIT Press},
address = {Cambridge, MA},
pages = {609-616}
}
@ARTICLE{ihler04g,
author = {A. T. Ihler and J. W. Fisher~III and A. S. Willsky},
month = aug,
year = 2004,
title = {Nonparametric Hypothesis Tests for Statistical Dependency},
journal = {IEEE Transactions on Signal Processing},
volume = 52,
number = 8,
pages = {2234--2249}
}
@ARTICLE{ihler05b,
author = {A. T. Ihler and J. W. Fisher~III and A. S. Willsky},
month = may,
year = 2005,
title = {Loopy Belief Propagation: Convergence and Effects of Message Errors},
journal = {Journal of Machine Learning Research},
volume = 6,
pages = {905--936}
}
@PHDTHESIS{ihler-thesis,
author = {Alexander T. Ihler},
year = 2005,
title = {Inference in Sensor Networks: Graphical Models and Particle Methods},
school = {MIT}
}
@MISC{ihler-kde,
author = {Alexander Ihler},
title = {Kernel Density Estimation Toolbox for Matlab},
url = {http://www.ics.uci.edu/~ihler/code/kde.shtml}
}
@inproceedings{siracusa05,
title = {Estimating Dependency and Significance for High-Dimensional Data},
booktitle = {Proceedings of {ICASSP} 2005 - International Conference on Acoustics, Speech, and Signal Processing},
author = {M. Siracusa and K. Tieu and A. Ihler and J. Fisher and A. Willsky},
year = { 2005 },
location = { Philadelphia (USA) },
pages = {1085--1088},
isbn={0-7803-8874-7}
}
@INPROCEEDINGS{ihler05c,
author = {Ihler, A. T. and J. W. Fisher~III and A. S. Willsky},
month = jul,
year = 2005,
title = {Particle filtering under communications constraints},
booktitle = {Proceedings, IEEE Statistical Signal Processing (SSP)}
}
@ARTICLE{cetin06,
author = {M. Cetin and L. Chen and J. Fisher and A. Ihler and R. Moses and M. Wainwright and A. Willsky},
month = jul,
year = 2006,
title = {Distributed Fusion in Sensor Networks: A graphical models perspective},
journal = {IEEE Signal Processing Magazine},
volume = 23,
number = 4,
pages = {43--55}
}
@INPROCEEDINGS{porteous06,
title = {{G}ibbs sampling for coupled infinite mixture models in the stick-breaking representation},
booktitle = {Proceedings of {UAI} 2006},
author = {I. Porteous and A. Ihler and P. Smyth and M. Welling},
month = jul,
year = 2006,
pages = {385--392},
location = { Boston (USA) }
}
@INPROCEEDINGS{ihler06a,
author = {Alexander Ihler and Jon Hutchins and Padhraic Smyth},
title = {Adaptive event detection with time-varying {P}oisson processes},
booktitle = {KDD '06: Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining},
year = {2006},
isbn = {1-59593-339-5},
pages = {207--216},
location = {Philadelphia, PA, USA},
doi = {http://doi.acm.org/10.1145/1150402.1150428},
publisher = {ACM Press},
address = {New York, NY, USA}
}
@INPROCEEDINGS{ihler06b,
author = {Ihler, A. T. and Smyth, P. J.},
year = 2007,
pages = {625--632},
title = {Learning time-intensity profiles of human activity using non-parametric {B}ayesian models},
booktitle = {Neural Information Processing Systems 19},
editor = {B. Sch\"{o}lkopf and J. Platt and T. Hoffman},
publisher = {MIT Press},
address = {Cambridge, MA}
}
@ARTICLE{ihler07a,
title = {Graphical Models for Statistical Inference and Data Assimilation},
author = {A. Ihler and S. Kirshner and M. Ghil and A. Robertson and P. Smyth},
month = jun,
year = { 2007 },
journal = {Physica D: Nonlinear Phenomena},
volume = 230,
issue = {1--2},
pages = {72--87}
}
@INPROCEEDINGS{ihler07b,
title = {Accuracy bounds for belief propagation},
booktitle = {Proceedings, Uncertainty in Artificial Intelligence (UAI)},
author = {Alexander Ihler},
month = jul,
year = 2007
}
@ARTICLE{ihler07c,
author = {Alexander Ihler and Jon Hutchins and Padhraic Smyth},
title = {Learning to detect events with {M}arkov-modulated {P}oisson processes},
journal = {ACM Transactions on Knowledge Discovery from Data},
volume = {1},
number = {3},
year = {2007},
issn = {1556-4681},
pages = {13:1-13:23},
doi = {http://doi.acm.org/10.1145/1297332.1297337},
publisher = {ACM},
address = {New York, NY, USA},
}
@incollection{acar08a,
author = {Acar, U. and Ihler, A. T. and Mettu, R. R. and S\"{u}mer, \"{O}},
title = "Adaptive {B}ayesian Inference",
booktitle={Advances in Neural Information Processing Systems 20},
editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis},
publisher = {MIT Press},
address = {Cambridge, MA},
pages = {},
year = {2008}
}
@incollection{acar08b,
author = {Acar, U. and Ihler, A. T. and Mettu, R. R. and S\"{u}mer, \"{O}},
title = "Adaptive {B}ayesian Inference in General Graphical Models",
booktitle = {Proceedings, Uncertainty in Artificial Intelligence (UAI)},
month = jul,
year = {2008}
}
@inbook{cetin07,
author = {\c{C}etin, M. and L. Chen and J. Fisher and A. Ihler and O. P. Kreidl
and R. Moses and M. Wainwright and J. Williams and A. Willsky}
title = "Graphical Models and Fusion in Sensor Networks",
pages = {215--249},
booktitle = {Wireless Sensor Networks: Signal Processing and Communications Perspectives},
editor = {A. Swami and Q. Zhao and Y.-W. Hong and L. Tong}
year = {2007}
}
@incollection{hutchins07,
author = {Hutchins, J. and A. Ihler and P. Smyth},
title = "Modeling Count Data from Multiple Sources: A Building Occupancy Model",
booktitle = {Proceedings, Computational Advances in Multisensor Adaptive Processing (CAMSAP)},
pages = {241--245},
month = dec,
year = {2007}
}
@inproceedings{porteous08,
author = {Ian Porteous and David Newman and Alexander Ihler and Arthur Asuncion and
Padhraic Smyth and Max Welling},
title = {Fast collapsed {G}ibbs sampling for latent {D}irichlet allocation},
booktitle = {KDD '08: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
month = aug,
year = {2008},
isbn = {978-1-60558-193-4},
pages = {569--577},
location = {Las Vegas, Nevada, USA},
doi = {http://doi.acm.org/10.1145/1401890.1401960},
publisher = {ACM},
address = {New York, NY, USA},
}
@inproceedings{hutchins08,
author = {Jon Hutchins and Alexander Ihler and Padhraic Smyth},
title = {Probabilistic Analysis of a Large Scale Urban Traffic Sensor Data Set},
booktitle = {Second International Workshop on Knowledge Discovery from Sensor Data},
month = aug,
year = {2008},
pages = {15--23},
}
@inproceedings{ihler09,
author = {Alexander Ihler and David McAllester},
title = {Particle Belief Propagation},
booktitle = {Proceedings of The Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS) 2009, JMLR: W&CP 5},
editor = {van Dyk, D. and M. Welling}
month = apr,
year = {2009},
pages = {256--263},
}
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