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Career

· Professor, MIT

Publications (1293)

A survey of design methods for failure detection in dynamic systems
at - Automatisierungstechnik · 1976
2,475
cited
A sparse signal reconstruction perspective for source localization with sensor arrays
IEEE Transactions on Signal Processing · 2005
2,471
cited
Analytical redundancy and the design of robust failure detection systems
1984
1,512
cited
The Convex Geometry of Linear Inverse Problems
Foundations of Computational Mathematics · 2010
1,363
cited
Rank-Sparsity Incoherence for Matrix Decomposition
SIAM Journal on Optimization · 2009
1,131
cited
A shape-based approach to the segmentation of medical imagery using level sets
IEEE Transactions on Medical Imaging · 2003
1,024
cited
Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magnification
IEEE Transactions on Image Processing · 2001
972
cited
A generalized likelihood ratio approach to the detection and estimation of jumps in linear systems
1976
937
cited
MAP estimation via agreement on trees: message-passing and linear programming
IEEE Transactions on Information Theory · 2005
712
cited
Nonparametric belief propagation
2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings. · 2003
613
cited
Failure detection and identification
1989
586
cited
Nonparametric belief propagation for self-localization of sensor networks
IEEE Journal on Selected Areas in Communications · 2005
565
cited
Latent variable graphical model selection via convex optimization
Allerton Conference on Communication, Control, and Computing · 2010
528
cited
A new class of upper bounds on the log partition function
IEEE Transactions on Information Theory · 2002
463
cited
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2004
Lecture Notes in Computer Science · 2004
424
cited
A Sticky HDP-HMM With Application to Speaker Diarization
2009
398
cited
Exploiting hierarchical context on a large database of object categories
2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition · 2010
386
cited
Optimally robust redundancy relations for failure detection in uncertain systems
at - Automatisierungstechnik · 1986
384
cited
Learning hierarchical models of scenes, objects, and parts
Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 · 2005
380
cited
Bayesian nonparametric hidden semi-Markov models
Journal of machine learning research · 2012
373
cited
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