Preprints

E.B. Fox and M. West, "Autoregressive Models for Variance Matrices: Stationary Inverse Wishart Processes" arXiv:1107.5239, July 2011.
arXiv

E.B. Fox and D.B. Dunson, "Bayesian Nonparametric Covariance Regression" arXiv:1101.2017, January 2011 (revised February 2011).
arXiv

E.B. Fox, E.B. Sudderth, M.I. Jordan, and A.S. Willsky, "Joint Modeling of Multiple Related Time Series via the Beta Process" arXiv:1111.4226, November 2011.
arXiv

Theses

E.B. Fox, "Bayesian Nonparametric Learning of Complex Dynamical Phenomena," Doctoral Thesis, Massachusetts Institute of Technology, July 2009.
PDF | +BibTeX 

@PHDTHESIS{Fox:09,
AUTHOR = {Fox, E.B.},
TITLE = {Bayesian Nonparametric Learning of Complex Dynamical Phenomena},
SCHOOL = {MIT},
YEAR = {2009},
type = {Ph.{D}. Thesis},
address = {Cambridge, MA},
}

E.B. Fox, “Detection and Localization of Aerosol Releases from Sparse Sensor Measurements,” MEng Thesis, Massachusetts Institute of Technology , Cambridge, MA June 2005.
PDF | +BibTeX 

@MASTERSTHESIS{Fox:05,
AUTHOR = "Fox, Emily B.",
TITLE = "Detection and Localization of Aerosol Releases from Sparse Sensor Measurements",
SCHOOL = "MIT",
YEAR = "2005",
type = "MEng Thesis",
address = "Cambridge,MA",
}

Publications

A. Fyshe, E.B. Fox, D.B. Dunson, T.M. Mitchell, "Hierarchical Latent Dictionaries for Models of Brain Activation," Proceedings of the International Conference on Artificial Intelligence and Statistics, April 2012.
PDF | +BibTeX 

@INPROCEEDINGS{Fyshe:AISTATS2012,
author={Fyshe, A. and Fox, E.B. and Dunson, D.B. and Mitchell, T.M.},
title={{Hierarchical Latent Dictionaries for Models of Brain Activation}},
booktitle = {Proc. International Conference on Artificial Intelligence and Statistics},
year = {2012},
month = {April},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, "A Sticky HDP-HMM with Application to Speaker Diarization," Annals of Applied Statistics, June 2011. (First appeared as MIT LIDS Technical Report P-2777, November 2007.)
PDF | +BibTeX 

@article{Fox:AOAS2011,
title={{A Sticky HDP-HMM with Application to Speaker Diarization}},
author={Fox, E.B. and Sudderth, E.B. and Jordan, M.I. and Willsky, A.S.},
journal={Annals of Applied Statistics},
volume={5},
number={2A},
pages={1020--1056},
year={2011},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, "Bayesian Nonparametric Inference of Switching Dynamic Linear Models," IEEE Transactions on Signal Processing, April 2011. (First appeared as MIT LIDS Technical Report P-2830 , March 2010.)
PDF | +BibTeX 

@article{Fox:IEEETSP2011,
title={{Bayesian Nonparametric Inference of Switching Dynamic Linear Models}},
author={Fox, E.B. and Sudderth, E.B. and Jordan, M.I. and Willsky, A.S.},
journal={IEEE Transactions on Signal Processing},
volume={59},
number={4},
pages={},
year={2011},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, "Bayesian Nonparametric Methods for Learning Markov Switching Processes," IEEE Signal Processing Magazine, November 2010.
PDF | +BibTeX 

@article{Fox:IEEESPM2010,
title={{Bayesian Nonparametric Methods for Learning Markov Switching Processes}},
author={Fox, E.B. and Sudderth, E.B. and Jordan, M.I. and Willsky, A.S.},
journal={Signal Processing Magazine, IEEE},
volume={27},
number={6},
pages={43--54},
year={2010},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, "Sharing Features among Dynamical Systems with Beta Processes," Proceeding of Neural Information Processing Systems, Vancouver, Canada December 2009.
PDF | +BibTeX 

@INPROCEEDINGS{Fox:NIPS09,
author = {Fox, E. B. and Sudderth, E. B. and Jordan, M. I. and Willsky, A. S.},
title = {Sharing Features among Dynamical Systems with Beta Processes},
booktitle = "Neural Information Processing Systems 22",
year = {2010},
publisher = {MIT Press},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, "Nonparametric Bayesian Identification of Jump Systems with Sparse Dependencies," Proceedings of the 15th IFAC Symposium on System Identification, Saint-Malo, France July 2009.
PDF | +BibTeX

@INPROCEEDINGS{Fox:SYSID09,
author = {Fox, E. B. and Sudderth, E. B. and Jordan, M. I. and Willsky, A. S.},
title = {Nonparametric {B}ayesian Identification of Jump Systems with Sparse Dependencies},
booktitle = "Proc. 15th IFAC Symposium on System Identification",
year = {2009},
month = {July},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, “Nonparametric Bayesian Learning of Switching Linear Dynamical Systems,” Proceeding of Neural Information Processing Systems, Vancouver, Canada December 2008.
PDF | +BibTeX

@INPROCEEDINGS{Fox:NIPS08,
author = {Fox, E. B. and Sudderth, E. B. and Jordan, M. I. and Willsky, A. S.},
title = {Nonparametric {B}ayesian Learning of Switching Linear Dynamical Systems},
booktitle = "Neural Information Processing Systems 21",
year = {2009},
publisher = {MIT Press},
}

E.B. Fox, E.B. Sudderth, M.I. Jordan, A.S. Willsky, “An HDP-HMM for Systems with State Persistence,” Proceedings of the International Conference on Machine Learning, Helsinki, Finland July 2008.
PDF | +BibTeX

@INPROCEEDINGS{Fox:ICML08,
author = {Fox, E. B. and Sudderth, E. B. and Jordan, M. I. and Willsky, A. S.},
title = {An {HDP-HMM} for Systems with State Persistence},
booktitle = "Proc. International Conference on Machine Learning",
year = {2008},
month = {July},
}

E.B. Fox, E.B. Sudderth, A.S. Willsky, “Hierarchical Dirichlet Processes for Tracking Maneuvering Targets,” Proceedings of the International Conference on Information Fusion, Quebec, Canada July 2007.
PDF | +BibTeX

@inproceedings{Fox:Fusion07,
author = {Fox, E. B. and Sudderth, E. B. and Willsky, A. S.},
title = {Hierarchical {D}irichlet Processes for Tracking Maneuvering Targets},
booktitle = {Proc. International Conference on Information Fusion},
year = {2007},
month = {July},
}

E.B. Fox, E.B. Sudderth, D.S. Choi, A.S. Willsky, “Tracking a Non-cooperative Maneuvering Target using Hierarchical Dirichlet Processes,” Proceedings of the Adaptive Sensor Array Processing Conference, Lexington, MA June 2007

E.B. Fox, J.W. Fisher, A.S. Willsky, “Detection and Localization of Material Releases with Sparse Sensor Configurations,” IEEE Transactions on Signal Processing, May 2007.
PDF | +BibTeX

@ARTICLE{SigProc:07,
AUTHOR = "Fox, Emily B. and {Fisher III}, John W. and Willsky, Alan S.",
TITLE = "Detection and Localization of Material Releases with Sparse Sensor Configurations",
JOURNAL = "IEEE Transactions on Signal Processing",
TITLE = "Nonparametric {B}ayesian Methods for Large Scale Multi-Target Tracking",
MONTH = "May",
YEAR = "2007",
VOLUMER = "55",
PAGES = "1886--1898"
}

E.B. Fox, D.S. Choi, A.S. Willsky, “Nonparametric Bayesian Methods for Large Scale Multi-Target Tracking,” Proc. of 40th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA November 2006.
PDF | Movie | +BibTeX

@INPROCEEDINGS{Asilomar:06,
AUTHOR = "Fox, Emily B. and Choi, David S. and Willsky, Alan S.",
BOOKTITLE = "Proc.\ Asilomar Conf. Signals, Systems, and Computers",
MONTH = "November",
PUBLISHER = "IEEE",
TITLE = "Nonparametric {B}ayesian Methods for Large Scale Multi-Target Tracking",
YEAR = "2006"
}

E.B. Fox, J.L. Williams, J.W. Fisher, A.S. Willsky, "Detection and Localization of Material Releases with Sparse Sensor Configurations,” Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing, Toulouse, France May 2006.
PDF | +BibTeX

@INPROCEEDINGS{ICASSP:06,
AUTHOR = "Fox, Emily B. and Williams, Jason W. and {Fisher III}, John W. and Willsky, Alan S.",
BOOKTITLE = "Proc.\ IEEE International Conference on Acoustics, Speech, and Signal Processing",
MONTH = "May",
PUBLISHER = "IEEE",
TITLE = "Detection and Localization of Material Releases with Sparse Sensor Configurations",
YEAR = "2006"
}

J.J. Braun, Y. Glina, D.W. Stein, P. Skomoroch, E.B. Fox, "Information fusion and uncertainty management for biological multisensor systems,” Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2005, Proceedings of SPIE, vol. 5813, March 2005.

J.J. Braun, Y. Glina, D.W. Stein, E.B. Fox, "Multisensor information fusion for biological sensor networks and CBRN detection,” Proc. Conf. Science and Technology for Chem-Bio Information Systems, Williamsburg, VA Oct. 2004