Preprints

Y. Ma, T. Chen, L, Wu, and E.B. Fox, "A Unifying Framework for Devising Efficient and Irreversible MCMC Samplers" arXiv:1608.05973, August 2016.
arXiv

F. Caron and E.B. Fox, "Sparse Graphs using Exchangeable Random Measures" arXiv:1401.1137, January 2014 (revised March 2015).
arXiv

Y. Ren, E.B. Fox, and A. Bruce "Achieving a Hyperlocal Housing Price Index: Overcoming Data Sparsity by Bayesian Dynamical Modeling of Multiple Data Streams" arXiv:1505.01164, May 2015.
arXiv

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

Book Chapters

E.B. Fox and M.I. Jordan, "Mixed Membership Models for Time Series," Handbook of Mixed Membership Models and Their Applications, Chapman & Hall, 2015.
PDF | +BibTeX

@INBOOK{FoxJordan:14,
AUTHOR = {Fox, E.B. and Jordan, M.I.},
Chapter = {Mixed Membership Models for Time Series},
Editor = {Airoldi, E. and Blei, D. and Erosheva, E. and Fienberg, S.E., and Bokalders, K.},
Publisher = {Chapman \& Hall},
Title = {Handbook on Mixed Membership Models}
Year = {2014},
}

Journal Publications

H. Ung, K. Davis, D. Wulsin, J. Wagenaar, E.B. Fox, J. McDonnell, E. Patterson, C. Vite, G. Worrell, B. Litt , "Temporal Behavior of Seizures and Interictal Bursts in Prolonged Intracranial Recordings from Epileptic Canines" to appear in Epilepsia, 2016.

S. Aldor-Noiman, L.D. Brown, E.B. Fox, and R.A. Stine, "Spatio-Temporal Low Count Processes with Application to Violent Crime Events" Statistica Sinica, October 2016.
arXiv | +BibTeX

@article{Aldor-Noiman:StatisticaSinica2016,
title={Spatio-Temporal Low Count Processes with Application to Violent Crime Events},
author={Aldor-Noiman, S. and Brown, L.D. and Fox, E.B. and Stine, R.A.},
journal={Statistica Sinica},
volume={26},
pages={1587--1610},
year={2016},
}

S. Baldassano, D. Wulsin, H. Ung, T. Blevins, M.-G. Brown, E.B. Fox, B. Litt, "A Novel Seizure Detection Algorithm Informed by Hidden Markov Model Event States" Journal of Neural Engineering, April 2016.
DOI | +BibTeX

@article{Baldassano:JNE2016,
title={A Novel Seizure Detection Algorithm Informed by Hidden {M}arkov Model Event States},
author={Baldassano, S. and Wulsin, D. and Ung, H. and Blevins, T. and Brown, M.-G. and Fox, E.B. and Litt, B.},
journal={Journal of Neural Engineering},
volume={13},
number={3},
pages={036011},
year={2016},
}

K. Davis, H. Ung, D. Wulsin, J. Wagenaar, E.B. Fox, E. Patterson, C. Vite, G. Worrell, B. Litt , "Mining Continuous Intracranial EEG in Focal Canine Epilepsy: Relating Interictal Bursts to Seizure Onsets" Epilepsia, January 2016.
+BibTeX

@article{Davis:Epilepsia2016,
title={Mining Continuous Intracranial {EEG} in Focal Canine Epilepsy: {R}elating Interictal Bursts to Seizure Onsets},
author={Davis, K. and Ung, H. and Wulsin, D. and Wagenaar, J. and Fox, E.B. and Patterson, E. and Vite, C. and Worrell, G. and Litt, B.},
journal={Epilepsia},
volume={57},
number={1},
pages={89--98},
year={2016},
}

E.B. Fox and D.B. Dunson, "Bayesian Nonparametric Covariance Regression" Journal of Machine Learning Research, December 2015.
arXiv | movies| +BibTeX

@article{Fox:JMLR2015,
title={Bayesian Nonparametric Covariance Regression},
author={Fox, E.B. and Dunson, D.B.},
journal={Journal of Machine Learning Research},
volume={16},
pages={2501--2542},
year={2015},
}

R.P. Adams, E.B. Fox, E.B. Sudderth, and Y.W. Teh, "Guest Editors' Introduction to the Special Issue on Bayesian Nonparametrics," IEEE Transactions on Pattern Analysis and Machine Intelligence, February 2015.
PDF | +BibTeX

		@article{AdamsFoxSudderthTeh:2015,
		  title={Guest Editors’ Introduction to the Special Issue on Bayesian Nonparametrics},
		  author={Adams, R.P. and Fox, E.B. and Sudderth, E.B. and Teh, Y.W.},
		  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
		  volume={37},
		  number={2},
		  pages={209--211},
		  year={2015},
		  publisher={IEEE}
		}
	

D. Wulsin, E.B. Fox, and B. Litt, "Modeling the Complex Dynamics and Changing Correlations of Epileptic Events" Artificial Intelligence, 2014.
arXiv | +BibTeX

@article{Drausin:AIJ2014,
title={Modeling the Complex Dynamics and Changing Correlations of Epileptic Events},
author={Wulsin, D. and Fox, E.B. and Litt, B.},
journal={Artificial Intelligence},
volume={216},
pages={55--75},
year={2014},
}

E.B. Fox, M.C. Hughes, E.B. Sudderth, and M.I. Jordan, "Joint Modeling of Multiple Time Series via the Beta Process with Application to Motion Capture Segmentation" Annals of Applied Statistics, September 2014.
arXiv | +BibTeX

@article{Fox:AOAS2014,
title={Joint Modeling of Multiple Related Time Series via the Beta Process with Application to Motion Capture Segmentation},
author={Fox, E.B. and Hughes, M.C. and Sudderth, E.B. and Jordan, M.I.},
journal={Annals of Applied Statistics},
volume={8},
number={3},
pages={1281--1313},
year={2014},
}

T. Zaman, E.B. Fox, and E.T. Bradlow, "A Bayesian Approach for Predicting the Popularity of Tweets" Annals of Applied Statistics, September 2014.
arXiv | +BibTeX

@article{Zaman:AOAS2014,
title={A {B}ayesian Approach for Predicting the Popularity of Tweets},
author={Zaman, T. and Fox, E.B. and Bradlow, E.T.},
journal={Annals of Applied Statistics},
volume={8},
number={3},
pages={1583--1611},
year={2014},
}

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 | Supp| +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 {M}arkov Switching Processes},
author={Fox, E.B. and Sudderth, E.B. and Jordan, M.I. and Willsky, A.S.},
journal={IEEE Signal Processing Magazine},
volume={27},
number={6},
pages={43--54},
year={2010},
}

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",
VOLUME = "55",
PAGES = "1886--1898"
}

Conference Publications

Y. Ma, T. Chen, and E.B. Fox, "A Complete Recipe for Stochastic Gradient MCMC," Neural Information Processing Systems (NIPS), Montreal, Quebec December 2015.
arXiv | +BibTeX

@INPROCEEDINGS{Ma:NIPS2015,
		author={Ma, Y. and Chen, T. and Fox, E.B.},
		title={A Complete Recipe for Stochastic Gradient {MCMC}},
		booktitle = "Neural Information Processing Systems 28",
		year = {2016},
		publisher = {MIT Press},
		}
	

A. Tank, N. Foti, and E.B. Fox, "Bayesian Structure Learning of Stationary Time Series," Conference on Uncertainty in Artificial Intelligence (UAI), Amsterdam, Netherlands July 2015.
arXiv | +BibTeX

@INPROCEEDINGS{Tank:UAI2015,
		author={Tank, A. and Foti, N. and Fox, E.B.},
		title={Bayesian Structure Learning of Stationary Time Series},
		booktitle = "Proc. Conference on Uncertainty in Artificial Intelligence",
		year = {2015},
		month = {July},
		}
	

A. Tank, N. Foti, and E.B. Fox, "Streaming Variational Inference for Bayesian Nonparametric Mixture Models," International Conference on Artificial Intelligence and Statistics (AISTATS), San Diego, CA May 2015.
arXiv | +BibTeX

@INPROCEEDINGS{Tank:AISTATS2015,
		author={Tank, A. and Foti, N. and Fox, E.B.},
		title={Streaming Variational Inference for {B}ayesian Nonparametric Mixture Models},
		booktitle = "Proc. International Conference on Artificial Intelligence and Statistics",
		year = {2015},
		month = {May},
		}
	

N. Foti, J. Xu, D. Laird, and E.B. Fox, "Stochastic Variational Inference for Hidden Markov Models," Neural Information Processing Systems (NIPS), Montreal, Quebec December 2014.
arXiv | +BibTeX

@INPROCEEDINGS{Foti:NIPS2014,
		author={Foti, N. and Xu, J. and Laird, D. and Fox, E.B.},
		title={Stochastic Variational Inference for Hidden {M}arkov Models},
		booktitle = "Neural Information Processing Systems 27",
		year = {2015},
		publisher = {MIT Press},
		}
	

J. Gillenwater, A. Kulesza, E.B. Fox, and B. Taskar, "Expectation-Maximization for Learning Determinantal Point Processes," Neural Information Processing Systems (NIPS), Montreal, Quebec December 2014.
arXiv | +BibTeX

@INPROCEEDINGS{Gillenwater:NIPS2014,
		author={Gillenwater, J. and Kulesza, A. and Fox, E.B., and Taskar, B.},
		title={Expectation-Maximization for Learning Determinantal Point Processes},
		booktitle = "Neural Information Processing Systems 27",
		year = {2015},
		publisher = {MIT Press},
		}
	

T. Chen, E.B. Fox, and C. Guestrin, "Stochastic Gradient Hamiltonian Monte Carlo" International Conference on Machine Learning (ICML),Beijing, China June 2014.
arXiv | +BibTeX

		@INPROCEEDINGS{Chen:ICML2014,
				author={Chen, T. and Fox, E.B. and Guestrin, C.},
				title={Stochastic Gradient {H}amiltonian {M}onte {C}arlo},
				booktitle = "Proc. International Conference on Machine Learning",
				year = {2014},
				month = {June},
				}

R.H. Affandi, E.B. Fox, R.P. Adams, and B. Taskar, "Learning the Parameters of Determinantal Point Process Kernels" International Conference on Machine Learning (ICML),Beijing, China June 2014.
arXiv | +BibTeX

		@INPROCEEDINGS{Affandi:ICML2014,
				author={Affandi, R.H. and Fox, E.B. and Adams, R.P. and Taskar, B.},
				title={Learning the Parameters of Determinantal Point Process Kernels},
				booktitle = "Proc. International Conference on Machine Learning",
				year = {2014},
				month = {June},
				}

R.H. Affandi, E.B. Fox, and B. Taskar, "Approximate Inference in Continuous Determinantal Processes," Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada December 2013.
PDF | Supp | +BibTeX

@INPROCEEDINGS{Affandi:NIPS2013,
		author={Affandi, R.H. and Fox, E.B. and Taskar, B.},
		title={Approximate Inference in Continuous Determinantal Processes},
		booktitle = "Neural Information Processing Systems 26",
		year = {2014},
		publisher = {MIT Press},
		}
	

K. El-Arini, M. Xu, E.B. Fox, and C. Guestrin, "Representing Documents Through Their Readers," Conference on Knowledge, Discovery, and Data Mining (KDD), Chicago, IL August 2013.
PDF | Supp | +BibTeX

@INPROCEEDINGS{ElArini:KDD2013,
		author={El-Arini, K. and Xu, M. and Fox, E.B. and Guestrin, C.},
		title={Representing Documents Through Their Readers},
		booktitle = "Proc. Conference on Knowledge, Discovery, and Data Mining",
		year = {2013},
		month = {August},
		}
	

R.H. Affandi, A. Kulesza, E.B. Fox, and B. Taskar, "Nystrom Approximation for Large-Scale Determinantal Processes," International Conference on Artificial Intelligence and Statistics (AISTATS), Scottsdale, AZ April 2013.
PDF | +BibTeX

@INPROCEEDINGS{Affandi:AISTATS2013,
		author={Affandi, R.H. and Kulesza, A. and Fox, E.B. and Taskar, B.},
		title={Nystrom Approximation for Large-Scale Determinantal Processes},
		booktitle = "Proc. International Conference on Artificial Intelligence and Statistics",
		year = {2013},
		month = {April},
		}
	

D. Wulsin, E.B. Fox, and B. Litt, "Parsing Epileptic Events Using a Markov Switching Process Model for Correlated Time Series," International Conference of Machine Learning (ICML), Atlanta, Georgia June 2013.
PDF | Supp | +BibTeX

@INPROCEEDINGS{Wulsin:ICML2013,
		author={Drausin, W. and Fox, E.B. and Litt, B.},
		title={Parsing Epileptic Events Using a {M}arkov Switching Process Model for Correlated Time Series},
		booktitle = "Proc. International Conference on Machine Learning",
		year = {2013},
		month = {June},
		}
	

E.B. Fox and D.B. Dunson, "Multiresolution Gaussian Processes," Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada December 2012.
PDF | Supp | +BibTeX

@INPROCEEDINGS{FoxDunson:NIPS2012,
		author={Fox, E.B. and Dunson, D.B.},
		title={Multiresolution {G}aussian Processes},
		booktitle = "Neural Information Processing Systems 25",
		year = {2013},
		publisher = {MIT Press},
		}
	

M.C. Hughes, E.B. Fox, and E.B. Sudderth, "Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data," Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada December 2012.
PDF | Supp | +BibTeX

@INPROCEEDINGS{Hughes:NIPS2012,
		author={Hughes, M.C. and Fox, E.B. and Sudderth, E.B.},
		title={Effective Split-Merge {M}onte {C}arlo Methods for Nonparametric Models of Sequential Data},
		booktitle = "Neural Information Processing Systems 25",
		year = {2013},
		publisher = {MIT Press},
		}
	

R.H. Affandi, A. Kulesza, and E.B. Fox, "Markov Determinantal Point Processes," Conference on Uncertainty in Artificial Intelligence (UAI), Catalina Island, California August 2012.
PDF | Supp | +BibTeX

@INPROCEEDINGS{Affandi:UAI2012,
        author={Affandi, R.H. and Kulesza, A. and Fox, E.B.},
        title={Markov Determinantal Point Processes},
        booktitle = {Proc. Conference on Uncertainty in Artificial Intelligence},
        year = {2012},
        month = {August},
        }

A. Fyshe, E.B. Fox, D.B. Dunson, T.M. Mitchell, "Hierarchical Latent Dictionaries for Models of Brain Activation," International Conference on Artificial Intelligence and Statistics (AISTATS), La Palma, Canary Islands 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, "Sharing Features among Dynamical Systems with Beta Processes," Neural Information Processing Systems (NIPS), 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," 15th IFAC Symposium on System Identification (SYSID), 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,” Neural Information Processing Systems (NIPS), 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 (ICML), 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 (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,” Adaptive Sensor Array Processing Conference, Lexington, MA June 2007

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

@INPROCEEDINGS{Asilomar:06,
AUTHOR = "Fox, E. B. and Choi, D. S. and Willsky, A. 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,” IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France May 2006.
PDF | +BibTeX

@INPROCEEDINGS{ICASSP:06,
AUTHOR = "Fox, E. B. and Williams, J. L. and {Fisher III}, J. W. and Willsky, A. 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