Alan S. Willsky - Publications

Affiliations: 
Massachusetts Institute of Technology, Cambridge, MA, United States 
Website:
http://ssg.mit.edu/~willsky/

305 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2015 Saunderson J, Parrilo PA, Willsky AS. Semidefinite descriptions of the convex hull of rotation matrices Siam Journal On Optimization. 25: 1314-1343. DOI: 10.1137/14096339X  1
2015 Liu Y, Kosut O, Willsky AS. Sampling from Gaussian Markov random fields using stationary and non-stationary subgraph perturbations Ieee Transactions On Signal Processing. 63: 576-589. DOI: 10.1109/TSP.2014.2375134  1
2015 Saunderson J, Parrilo PA, Willsky AS. Semidefinite relaxations for optimization problems over rotation matrices Proceedings of the Ieee Conference On Decision and Control. 2015: 160-166. DOI: 10.1109/CDC.2014.7039375  1
2014 Cetin M, Stojanovic I, Onhon O, Varshney K, Samadi S, Karl WC, Willsky AS. Sparsity-driven synthetic aperture radar imaging: Reconstruction, autofocusing, moving targets, and compressed sensing Ieee Signal Processing Magazine. 31: 27-40. DOI: 10.1109/MSP.2014.2312834  1
2014 Johnson MJ, Willsky AS. Stochastic variational inference for Bayesian time series models 31st International Conference On Machine Learning, Icml 2014. 5: 3872-3880.  1
2013 Liu Y, Kosut O, Willsky AS. Sampling from Gaussian graphical models using subgraph perturbations Ieee International Symposium On Information Theory - Proceedings. 2498-2502. DOI: 10.1109/ISIT.2013.6620676  1
2013 Liu Y, Willsky AS. Recursive FMP for distributed inference in Gaussian graphical models Ieee International Symposium On Information Theory - Proceedings. 2483-2487. DOI: 10.1109/ISIT.2013.6620673  1
2013 Saunderson J, Parrilo PA, Willsky AS. Diagonal and low-rank decompositions and fitting ellipsoids to random points Proceedings of the Ieee Conference On Decision and Control. 6031-6036. DOI: 10.1109/CDC.2013.6760842  1
2013 Johnson MJ, Willsky AS. Bayesian nonparametric Hidden semi-Markov models Journal of Machine Learning Research. 14: 673-701.  1
2013 Liu Y, Willsky AS. Learning Gaussian Graphical Models with observed or latent FVSs Advances in Neural Information Processing Systems 1
2013 Johnson MJ, Saunderson J, Willsky AS. Analyzing hogwild parallel Gaussian Gibbs sampling Advances in Neural Information Processing Systems 1
2012 Choi MJ, Torralba A, Willsky AS. A tree-based context model for object recognition. Ieee Transactions On Pattern Analysis and Machine Intelligence. 34: 240-52. PMID 21670482 DOI: 10.1109/TPAMI.2011.119  1
2012 Chandrasekaran V, Parrilo PA, Willsky AS. Rejoinder: Latent variable graphical model selection via convex optimization Annals of Statistics. 40: 2005-2013. DOI: 10.1214/12-AOS1020  1
2012 Anandkumar A, Tan VYF, Huang F, Willsky AS. High-dimensional structure estimation in ising models: Local separation criterion Annals of Statistics. 40: 1346-1375. DOI: 10.1214/12-AOS1009  1
2012 Chandrasekaran V, Parrilo PA, Willsky AS. Latent variable graphical model selection via convex optimization Annals of Statistics. 40: 1935-1967. DOI: 10.1214/11-AOS949  1
2012 Saunderson J, Chandrasekaran V, Parrilo PA, Willsky AS. Diagonal and low-rank matrix decompositions, correlation matrices, and ellipsoid fitting Siam Journal On Matrix Analysis and Applications. 33: 1395-1416. DOI: 10.1137/120872516  1
2012 Liu Y, Chandrasekaran V, Anandkumar A, Willsky AS. Feedback message passing for inference in gaussian graphical models Ieee Transactions On Signal Processing. 60: 4135-4150. DOI: 10.1109/TSP.2012.2195656  1
2012 Chandrasekaran V, Parrilo PA, Willsky AS. Convex graph invariants 2012 46th Annual Conference On Information Sciences and Systems, Ciss 2012. DOI: 10.1109/CISS.2012.6310764  1
2012 Choi MJ, Torralba A, Willsky AS. Context models and out-of-context objects Pattern Recognition Letters. 33: 853-862. DOI: 10.1016/j.patrec.2011.12.004  1
2012 Chandrasekaran V, Recht B, Parrilo PA, Willsky AS. The Convex Geometry of Linear Inverse Problems Foundations of Computational Mathematics. 12: 805-849. DOI: 10.1007/s10208-012-9135-7  1
2012 Anandkumar A, Tan VYF, Huang F, Willsky AS. High-Dimensional gaussian graphical model selection: Walk summability and local separation criterion Journal of Machine Learning Research. 13: 2293-2337.  1
2011 Fox EB, Sudderth EB, Jordan MI, Willsky AS. A sticky HDP-HMM with application to speaker diarization Annals of Applied Statistics. 5: 1020-1056. DOI: 10.1214/10-AOAS395  1
2011 Chandrasekaran V, Sanghavi S, Parrilo PA, Willsky AS. Rank-sparsity incoherence for matrix decomposition Siam Journal On Optimization. 21: 572-596. DOI: 10.1137/090761793  1
2011 Varshney KR, Willsky AS. Linear dimensionality reduction for margin-based classification: High-dimensional data and sensor networks Ieee Transactions On Signal Processing. 59: 2496-2512. DOI: 10.1109/TSP.2011.2123891  1
2011 Fox E, Sudderth EB, Jordan MI, Willsky AS. Bayesian nonparametric inference of switching dynamic linear models Ieee Transactions On Signal Processing. 59: 1569-1585. DOI: 10.1109/TSP.2010.2102756  1
2011 Sanghavi S, Malioutov D, Willsky A. Belief propagation and LP relaxation for weighted matching in general graphs Ieee Transactions On Information Theory. 57: 2203-2212. DOI: 10.1109/TIT.2011.2110170  1
2011 Tan VYF, Anandkumar A, Tong L, Willsky AS. A large-deviation analysis of the maximum-likelihood learning of markov tree structures Ieee Transactions On Information Theory. 57: 1714-1735. DOI: 10.1109/TIT.2011.2104513  1
2011 Balister P, Bollobás B, Anandkumar A, Willsky A. Energy-latency tradeoff for in-network function computation in random networks Proceedings - Ieee Infocom. 1575-1583. DOI: 10.1109/INFCOM.2011.5934949  1
2011 Saunderson J, Chandrasekaran V, Parrilo PA, Willsky AS. Tree-structured statistical modeling via convex optimization Proceedings of the Ieee Conference On Decision and Control. 2883-2888. DOI: 10.1109/CDC.2011.6161011  1
2011 Tan VYF, Willsky AS. Sample complexity for topology estimation in networks of LTI systems Proceedings of the Ieee Conference On Decision and Control. 187-192. DOI: 10.1109/CDC.2011.6160412  1
2011 Anandkumar A, Tan VYF, Willsky AS. High-dimensional graphical model selection: Tractable graph families and necessary conditions Advances in Neural Information Processing Systems 24: 25th Annual Conference On Neural Information Processing Systems 2011, Nips 2011 1
2011 Tan VYF, Anandkumar A, Willsky AS. Learning high-dimensional Markov forest distributions: Analysis of error rates Journal of Machine Learning Research. 12: 1617-1653.  1
2011 Choi MJ, Tan VYF, Anandkumar A, Willsky AS. Learning latent tree graphical models Journal of Machine Learning Research. 12: 1771-1812.  1
2010 Sudderth EB, Ihler AT, Isard M, Freeman WT, Willsky AS. Nonparametric belief propagation Communications of the Acm. 53: 95-103. DOI: 10.1145/1831407.1831431  1
2010 Tan VYF, Sanghavi S, Fisher JW, Willsky AS. Learning graphical models for hypothesis testing and classification Ieee Transactions On Signal Processing. 58: 5481-5495. DOI: 10.1109/TSP.2010.2059019  1
2010 Tan VYF, Anandkumar A, Willsky AS. Learning gaussian tree models: Analysis of error exponents and extremal structures Ieee Transactions On Signal Processing. 58: 2701-2714. DOI: 10.1109/TSP.2010.2042478  1
2010 Choi MJ, Chandrasekaran V, Willsky AS. Gaussian multiresolution models: Exploiting sparse Markov and covariance structure Ieee Transactions On Signal Processing. 58: 1012-1024. DOI: 10.1109/TSP.2009.2036042  1
2010 Kreidl OP, Willsky AS. An efficient message-passing algorithm for optimizing decentralized detection networks Ieee Transactions On Automatic Control. 55: 563-578. DOI: 10.1109/TAC.2009.2039547  1
2010 Jordan MI, Sudderth EB, Wainwright M, Willsky AS. Major advances and emerging developments of graphical models Ieee Signal Processing Magazine. 27: 17+138. DOI: 10.1109/MSP.2010.938115  1
2010 Fox E, Sudderth E, Jordan M, Willsky A. Bayesian nonparametric methods for learning markov switching processes Ieee Signal Processing Magazine. 27: 43-54. DOI: 10.1109/MSP.2010.937999  1
2010 Willsky AS. Paths ahead in the science of information and decision systems Ieee Control Systems Magazine. 30: 93-96. DOI: 10.1109/MCS.2010.936433  1
2010 Malioutov DM, Sanghavi SR, Willsky AS. Sequential compressed sensing Ieee Journal On Selected Topics in Signal Processing. 4: 435-444. DOI: 10.1109/JSTSP.2009.2038211  1
2010 Tan VYF, Johnson M, Willsky AS. Necessary and sufficient conditions for high-dimensional salient feature subset recovery Ieee International Symposium On Information Theory - Proceedings. 1388-1392. DOI: 10.1109/ISIT.2010.5513598  1
2010 Tan VYF, Anandkumar A, Willsky AS. Error exponents for composite hypothesis testing of Markov forest distributions Ieee International Symposium On Information Theory - Proceedings. 1613-1617. DOI: 10.1109/ISIT.2010.5513399  1
2010 Anandkumar A, Yukich J, Willsky A. Limit laws for random spatial graphical models Ieee International Symposium On Information Theory - Proceedings. 1728-1732. DOI: 10.1109/ISIT.2010.5513254  1
2010 Choi MJ, Lim JJ, Torralba A, Willsky AS. Exploiting hierarchical context on a large database of object categories Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 129-136. DOI: 10.1109/CVPR.2010.5540221  1
2010 Choi MJ, Tan VYF, Anandkumar A, Willsky AS. Consistent and efficient reconstruction of latent tree models 2010 48th Annual Allerton Conference On Communication, Control, and Computing, Allerton 2010. 719-725. DOI: 10.1109/ALLERTON.2010.5706978  1
2010 Tan VYF, Anandkumar A, Willsky AS. Scaling laws for learning high-dimensional markov forest distributions 2010 48th Annual Allerton Conference On Communication, Control, and Computing, Allerton 2010. 712-718. DOI: 10.1109/ALLERTON.2010.5706977  1
2010 Chandrasekaran V, Recht B, Parrilo PA, Willsky AS. The convex algebraic geometry of linear inverse problems 2010 48th Annual Allerton Conference On Communication, Control, and Computing, Allerton 2010. 699-703. DOI: 10.1109/ALLERTON.2010.5706975  1
2010 Johnson MJ, Willsky AS. The Hierarchical Dirichlet Process Hidden semi-Markov Model Proceedings of the 26th Conference On Uncertainty in Artificial Intelligence, Uai 2010. 252-259.  1
2010 Varshney KR, Willsky AS. Classification using geometric level sets Journal of Machine Learning Research. 11: 491-516.  1
2009 Fox EB, Sudderth EB, Jordan MI, Willsky AS. Nonparametric Bayesian identification of jump systems with sparse dependencies Ifac Proceedings Volumes (Ifac-Papersonline). 15: 1591-1596. DOI: 10.3182/20090706-3-FR-2004.0328  1
2009 Chandrasekaran V, Sanghavi S, Parrilo PA, Willsky AS. Sparse and low-rank matrix decompositions Ifac Proceedings Volumes (Ifac-Papersonline). 15: 1493-1498. DOI: 10.3182/20090706-3-FR-2004.0221  1
2009 Choi MJ, Chandrasekaran V, Willsky AS. Exploiting sparse Markov and covariance structure in multiresolution models Proceedings of the 26th International Conference On Machine Learning, Icml 2009. 177-184. DOI: 10.1145/1553374.1553397  1
2009 Sanghavi S, Shah D, Willsky AS. Message passing for maximum weight independent set Ieee Transactions On Information Theory. 55: 4822-4834. DOI: 10.1109/TIT.2009.2030448  1
2009 Tan VYF, Kumar AA, Tongt L, Willsky AS. A large-deviation analysis for the maximum likelihood learning of tree structures Ieee International Symposium On Information Theory - Proceedings. 1140-1144. DOI: 10.1109/ISIT.2009.5206012  1
2009 Anandkumar A, Tong L, Willsky A. Detection error exponent for spatially dependent samples in random networks Ieee International Symposium On Information Theory - Proceedings. 2882-2886. DOI: 10.1109/ISIT.2009.5205358  1
2009 Tan VYF, Anandkumar A, Willsky AS. How do the structure and the parameters of Gaussian tree models affect structure learning? 2009 47th Annual Allerton Conference On Communication, Control, and Computing, Allerton 2009. 684-691. DOI: 10.1109/ALLERTON.2009.5394929  1
2009 Kreidl OP, Willsky AS. Message quantization in belief propagation: Structural results in the low-rate regime 2009 47th Annual Allerton Conference On Communication, Control, and Computing, Allerton 2009. 431-438. DOI: 10.1109/ALLERTON.2009.5394797  1
2009 Chandrasekaran V, Johnson JK, Willsky AS. Adaptive embedded subgraph algorithms using walk-sum analysis Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference 1
2009 Sudderth EB, Wainwright MJ, Willsky AS. Loop series and Bethe variational bounds in attractive graphical models Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference 1
2009 Fox EB, Sudderth EB, Jordan MI, Willsky AS. Nonparametric Bayesian learning of switching linear dynamical systems Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference. 457-464.  1
2009 Sanghavi S, Malioutov DM, Willsky AS. Linear programming analysis of loopy belief propagation for weighted matching Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference 1
2009 Fox EB, Sudderth EB, Jordan MI, Willsky AS. Sharing features among dynamical systems with beta processes Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference. 549-557.  1
2009 Chen Z, Chen L, Çetin M, Willsky AS. An efficient message passing algorithm for multi-target tracking 2009 12th International Conference On Information Fusion, Fusion 2009. 826-833.  1
2009 Varshney KR, Willsky AS. Learning dimensionality-reduced classifiers for information fusion 2009 12th International Conference On Information Fusion, Fusion 2009. 1881-1888.  1
2009 Pravia MA, Babko-Malaya O, Schneider MK, White JV, Chong CY, Willsky AS. Lessons learned in the creation of a data set for hard/soft information fusion 2009 12th International Conference On Information Fusion, Fusion 2009. 2114-2121.  1
2009 Sanghavi S, Shah D, Willsky A. Message passing for max-weight independent set Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference 1
2008 Sun W, Cetin M, Chan R, Willsky AS. Learning the dynamics and time-recursive boundary detection of deformable objects. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 17: 2186-200. PMID 18972658 DOI: 10.1109/TIP.2008.2004638  1
2008 Johnson JK, Willsky AS. A recursive model-reduction method for approximate inference in Gaussian Markov random fields. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 17: 70-83. PMID 18229805 DOI: 10.1109/TIP.2007.912018  1
2008 Fan A, Fisher JW, Kane J, Willsky AS. MCMC curve sampling and geometric conditional simulation Proceedings of Spie - the International Society For Optical Engineering. 6814. DOI: 10.1117/12.778608  1
2008 Malioutov DM, Johnson JK, Choi MJ, Willsky AS. Low-rank variance approximation in GMRF models: Single and multiscale approaches Ieee Transactions On Signal Processing. 56: 4621-4634. DOI: 10.1109/TSP.2008.927482  1
2008 Varshney KR, Çetin M, Fisher JW, Willsky AS. Sparse representation in structured dictionaries with application to synthetic aperture radar Ieee Transactions On Signal Processing. 56: 3548-3561. DOI: 10.1109/TSP.2008.919392  1
2008 Chandrasekaran V, Johnson JK, Willsky AS. Estimation in Gaussian graphical models using tractable subgraphs: A walk-sum analysis Ieee Transactions On Signal Processing. 56: 1916-1930. DOI: 10.1109/TSP.2007.912280  1
2008 Varshney KR, Willsky AS. Supervised learning of classifiers via level set segmentation Proceedings of the 2008 Ieee Workshop On Machine Learning For Signal Processing, Mlsp 2008. 115-120. DOI: 10.1109/MLSP.2008.4685465  1
2008 Sun W, Çetin M, Chan R, Willsky AS. Segmentation of the evolving left ventricle by learning the dynamics 2008 5th Ieee International Symposium On Biomedical Imaging: From Nano to Macro, Proceedings, Isbi. 229-232. DOI: 10.1109/ISBI.2008.4540974  1
2008 Matioutov DM, Sanghavi S, Willsky AS. Compressed sensing with sequential observations Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3357-3360. DOI: 10.1109/ICASSP.2008.4518370  1
2008 Choi MJ, Chandrasekaran V, Willsky AS. Maximum entropy relaxation for multiscale graphical model selection Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 1889-1892. DOI: 10.1109/ICASSP.2008.4518003  1
2008 Tan VYF, Fisher JW, Willsky AS. Learning max-weight discriminative forests Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 1877-1880. DOI: 10.1109/ICASSP.2008.4518000  1
2008 Sanghavi S, Malioutov D, Willsky A. Networking sensors using belief propagation 46th Annual Allerton Conference On Communication, Control, and Computing. 384-391. DOI: 10.1109/ALLERTON.2008.4797583  1
2008 Kreidl OP, Willsky AS. Decentralized detection with long-distance communication Conference Record - Asilomar Conference On Signals, Systems and Computers. 1352-1356. DOI: 10.1109/ACSSC.2008.5074639  1
2008 Choi MJ, Chandrasekaran V, Malioutov DM, Johnson JK, Willsky AS. Multiscale stochastic modeling for tractable inference and data assimilation Computer Methods in Applied Mechanics and Engineering. 197: 3492-3515. DOI: 10.1016/j.cma.2007.12.021  1
2008 Sudderth EB, Torralba A, Freeman WT, Willsky AS. Describing visual scenes using transformed objects and parts International Journal of Computer Vision. 77: 291-330. DOI: 10.1007/s11263-007-0069-5  1
2008 Fox EB, Sudderth EB, Jordan MI, Willsky AS. An HDP-HMM for systems with state persistence Proceedings of the 25th International Conference On Machine Learning. 312-319.  1
2007 Fan AC, Fisher JW, Wells WM, Levitt JJ, Willsky AS. MCMC curve sampling for image segmentation. Medical Image Computing and Computer-Assisted Intervention : Miccai ... International Conference On Medical Image Computing and Computer-Assisted Intervention. 10: 477-85. PMID 18044603  1
2007 Williams JL, Fisher JW, Willsky AS. Approximate dynamic programming for communication-constrained sensor network management Ieee Transactions On Signal Processing. 55: 4300-4311. DOI: 10.1109/TSP.2007.896099  1
2007 Fox EB, Fisher JW, Willsky AS. Detection and localization of material releases with sparse sensor configurations Ieee Transactions On Signal Processing. 55: 1886-1898. DOI: 10.1109/TSP.2006.890914  1
2007 Kreidl OP, Willsky AS. Decentralized detection in undirected network topologies Ieee Workshop On Statistical Signal Processing Proceedings. 650-654. DOI: 10.1109/SSP.2007.4301339  1
2007 Chandrasekaran V, Johnson JK, Willsky AS. Maximum entropy relaxation for graphical model selection given inconsistent statistics Ieee Workshop On Statistical Signal Processing Proceedings. 625-629. DOI: 10.1109/SSP.2007.4301334  1
2007 Myung JC, Willsky AS. Multiscale Gaussian graphical models and algorithms for large-scale inference Ieee Workshop On Statistical Signal Processing Proceedings. 229-233. DOI: 10.1109/SSP.2007.4301253  1
2007 Williams JL, Fisher JW, Willsky AS. A constraint generation integer programming approach to information theoretic sensor resource management Ieee Workshop On Statistical Signal Processing Proceedings. 59-63. DOI: 10.1109/SSP.2007.4301218  1
2007 Varshney KR, Çetin M, Fisher JW, Willsky AS. A sparse signal representation-based approach to image formation and anisotropy determination in wide-angle radar | Geniş, açili radarda görüntü o1uşturma ve yönbaǧimhlik tespiti için seyrek sinyal temsiline dayali bir yaklaǧim 2007 Ieee 15th Signal Processing and Communications Applications, Siu. DOI: 10.1109/SIU.2007.4298646  1
2007 Willsky AS, Lundberg K. Excerpts from "Some solutions, some problems, and some questions" [25 years ago] Ieee Control Systems Magazine. 27: 13-16. DOI: 10.1109/MCS.2007.384133  1
2007 Fox EB, Sudderth EB, Willsky AS. Hierarchical Dirichlet processes for tracking maneuvering targets Fusion 2007 - 2007 10th International Conference On Information Fusion. DOI: 10.1109/ICIF.2007.4408155  1
2007 Malioutov DM, Johnson JK, Willsky AS. GMRF variance approximation using spliced wavelet bases Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: III1101-III1104. DOI: 10.1109/ICASSP.2007.366876  1
2007 Williams JL, Fisher JW, Willsky AS. Performance guarantees for information theoretic sensor resource management Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: III933-III936. DOI: 10.1109/ICASSP.2007.366834  1
2007 Tsai A, Westin CF, Hero AO, Willsky AS. Fiber tract clustering on manifolds with dual rooted-graphs Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. DOI: 10.1109/CVPR.2007.383096  1
2007 Kim J, Çetin M, Willsky AS. Nonparametric shape priors for active contour-based image segmentation Signal Processing. 87: 3021-3044. DOI: 10.1016/j.sigpro.2007.05.026  1
2007 Çetin M, Chen L, Fisher JW, Ihler AT, Kreidl OP, Moses RL, Wainwright MJ, Williams JL, Willsky AS. Graphical Models and Fusion in Sensor Networks Wireless Sensor Networks: Signal Processing and Communications Perspectives. 215-249. DOI: 10.1002/9780470061794.ch9  1
2007 Johnson JK, Chandrasekaran V, Willsky AS. Learning Markov structure by maximum entropy relaxation Journal of Machine Learning Research. 2: 203-210.  1
2007 Williams JL, Fisher JW, Willsky AS. Performance guarantees for information theoretic active inference Journal of Machine Learning Research. 2: 620-627.  1
2007 Chandrasekaran V, Johnson J, Kreidl OP, Malioutov D, Sanghavi S, Willsky AS. Message passing and distributed statistical inference 45th Annual Allerton Conference On Communication, Control, and Computing 2007. 2: 1214-1217.  1
2006 Srinivasan L, Eden UT, Willsky AS, Brown EN. A state-space analysis for reconstruction of goal-directed movements using neural signals. Neural Computation. 18: 2465-94. PMID 16907633 DOI: 10.1162/neco.2006.18.10.2465  1
2006 Williams JL, Fisher JW, Willsky AS. Sensor management for multiple target tracking with heterogeneous sensor models Proceedings of Spie - the International Society For Optical Engineering. 6235. DOI: 10.1117/12.666142  1
2006 Varshney KR, Çetin M, Fisher JW, Willsky AS. Joint image formation and anisotropy characterization in wide-angle SAR Proceedings of Spie - the International Society For Optical Engineering. 6237. DOI: 10.1117/12.663974  1
2006 Çetin M, Karl WC, Willsky AS. Feature-preserving regularization method for complex-valued inverse problems with application to coherent imaging Optical Engineering. 45. DOI: 10.1117/1.2150368  1
2006 Sun W, Çetin M, Thacker WC, Chin TM, Willsky AS. Variational approaches on discontinuity localization and field estimation in sea surface temperature and soil moisture Ieee Transactions On Geoscience and Remote Sensing. 44: 336-350. DOI: 10.1109/TGRS.2005.861012  1
2006 Çetin M, Chen L, Fisher JW, Ihler AT, Moses RL, Wainwright MJ, Willsky AS. Distributed fusion in sensor networks Ieee Signal Processing Magazine. 23: 42-55. DOI: 10.1109/MSP.2006.1657816  1
2006 Sudderth EB, Torralba A, Freeman WT, Willsky AS. Depth from familiar objects: A hierarchical model for 3D scenes Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: 2410-2417. DOI: 10.1109/CVPR.2006.97  1
2006 Fox EB, Choi DS, Willsky AS. Nonparametric bayesian methods for large scale multi-target tracking Conference Record - Asilomar Conference On Signals, Systems and Computers. 2009-2013. DOI: 10.1109/ACSSC.2006.355118  1
2006 Chen L, Wainwright MJ, Çetin M, Willsky AS. Data association based on optimization in graphical models with application to sensor networks Mathematical and Computer Modelling. 43: 1114-1135. DOI: 10.1016/j.mcm.2005.12.002  1
2006 Williams JL, Fisher JW, Willsky AS. Importance sampling actor-critic algorithms Proceedings of the American Control Conference. 2006: 1625-1630.  1
2006 Malioutov DM, Johnson JK, Willsky AS. Low-rank variance estimation in large-scale GMRF models Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: III676-III679.  1
2006 Malioutov DM, Johnson JK, Willsky AS. Walk-sums and belief propagation in Gaussian graphical models Journal of Machine Learning Research. 7: 2031-2064.  1
2005 Kim J, Fisher JW, Yezzi A, Cetin M, Willsky AS. A nonparametric statistical method for image segmentation using information theory and curve evolution. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 14: 1486-502. PMID 16238055 DOI: 10.1109/TIP.2005.854442  1
2005 Tsai A, Wells WM, Warfield SK, Willsky AS. An EM algorithm for shape classification based on level sets. Medical Image Analysis. 9: 491-502. PMID 16046181 DOI: 10.1016/j.media.2005.05.001  1
2005 Malioutov D, Çetin M, Willsky AS. A sparse signal reconstruction perspective for source localization with sensor arrays Ieee Transactions On Signal Processing. 53: 3010-3022. DOI: 10.1109/TSP.2005.850882  1
2005 Pollak I, Willsky AS, Huang Y. Nonlinear evolution equations as fast and exact solvers of estimation problems Ieee Transactions On Signal Processing. 53: 484-498. DOI: 10.1109/TSP.2004.840786  1
2005 Wainwright MJ, Jaakkola TS, Willsky AS. MAP estimation via agreement on trees: Message-passing and linear programming Ieee Transactions On Information Theory. 51: 3697-3717. DOI: 10.1109/TIT.2005.856938  1
2005 Wainwright MJ, Jaakkola TS, Willsky AS. A new class of upper bounds on the log partition function Ieee Transactions On Information Theory. 51: 2313-2335. DOI: 10.1109/TIT.2005.850091  1
2005 Ihler AT, Fisher JW, Moses RL, Willsky AS. Nonparametric belief propagation for self-localization of sensor networks Ieee Journal On Selected Areas in Communications. 23: 809-819. DOI: 10.1109/JSAC.2005.843548  1
2005 Williams JL, Fisher JW, Willsky AS. An approximate dynamic programming approach to a communication constrained sensor management problem 2005 7th International Conference On Information Fusion, Fusion. 1: 582-589. DOI: 10.1109/ICIF.2005.1591907  1
2005 Chen L, Çetin M, Willsky AS. Distributed data association for multi-target tracking in sensor networks 2005 7th International Conference On Information Fusion, Fusion. 1: 9-16. DOI: 10.1109/ICIF.2005.1591830  1
2005 Sudderth EB, Torralba A, Freeman WT, Willsky AS. Learning hierarchical models of scenes, objects, and parts Proceedings of the Ieee International Conference On Computer Vision. 1331-1338. DOI: 10.1109/ICCV.2005.137  1
2005 Siracusa MR, Tieu K, Ihler AT, Fisher JW, Willsky AS. Estimating dependency and significance for high-dimensional data Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. V1085-V1088. DOI: 10.1109/ICASSP.2005.1416496  1
2005 Williams JL, Fisher JW, Willsky AS. Optimization approaches to dynamic routing of measurements and models in a sensor network object tracking problem Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. V1061-V1064. DOI: 10.1109/ICASSP.2005.1416490  1
2005 Malioutov DM, Çetin M, Willsky AS. Homotopy continuation for sparse signal representation Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. V733-V736. DOI: 10.1109/ICASSP.2005.1416408  1
2005 Srinivasan L, Eden UT, Willsky AS, Brown EN. Goal-directed state equation for tracking reaching movements using neural signals 2nd International Ieee Embs Conference On Neural Engineering. 2005: 352-355. DOI: 10.1109/CNE.2005.1419630  1
2005 Williams JL, Fisher JW, Willsky AS. An approximate dynamic programming approach for communication constrained inference Ieee Workshop On Statistical Signal Processing Proceedings. 2005: 1202-1207.  1
2005 Johnson JK, Malioutov DM, Willsky AS. Walk-sum interpretation and analysis of Gaussian belief propagation Advances in Neural Information Processing Systems. 579-586.  1
2005 Kreidl OP, Willsky AS. Inference with minimal communication: A decision-theoretic variational approach Advances in Neural Information Processing Systems. 675-682.  1
2005 Ihler AT, Fisher JW, Willsky AS. Particle filtering under communications constraints Ieee Workshop On Statistical Signal Processing Proceedings. 2005: 89-94.  1
2005 Sudderth EB, Torralba A, Freeman WT, Willsky AS. Describing visual scenes using transformed Dirichlet processes Advances in Neural Information Processing Systems. 1297-1304.  1
2005 Ihler AT, Fisher JW, Willsky AS. Loopy belief propagation: Convergence and effects of message errors Journal of Machine Learning Research. 6.  1
2005 Sudderth EB, Mandel MI, Freeman WT, Willsky AS. Distributed occlusion reasoning for tracking with nonparametric belief propagation Advances in Neural Information Processing Systems 1
2005 Ihler AT, Fisher JW, Willsky AS. Message errors in belief propagation Advances in Neural Information Processing Systems 1
2004 Dror RO, Willsky AS, Adelson EH. Statistical characterization of real-world illumination. Journal of Vision. 4: 821-37. PMID 15493972 DOI: 10:1167/4.9.11  1
2004 Sudderth EB, Wainwright MJ, Willsky AS. Embedded trees: Estimation of Gaussian processes on graphs with cycles Ieee Transactions On Signal Processing. 52: 3136-3150. DOI: 10.1109/TSP.2004.836539  1
2004 Ihler AT, Fisher JW, Willsky AS. Nonparametric hypothesis tests for statistical dependency Ieee Transactions On Signal Processing. 52: 2234-2249. DOI: 10.1109/TSP.2004.830994  1
2004 Sudderth EB, Mandel MI, Freeman WT, Willsky AS. Visual hand tracking using nonparametric belief propagation Ieee Computer Society Conference On Computer Vision and Pattern Recognition Workshops. 2004. DOI: 10.1109/CVPR.2004.474  1
2004 Malioutov DM, Çetin M, Willsky AS. Optimal sparse representations in general overcomplete bases Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 2: II793-II796.  1
2004 Ihler AT, Fisher JW, Moses RL, Willsky AS. Nonparametric belief propagation for sensor self-calibration Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: III861-III864.  1
2004 Ihler AT, Moses RL, Fisher JW, Willsky AS. Nonparametric belief propagation for self-calibration in sensor networks Third International Symposium On Information Processing in Sensor Networks, Ipsn 2004. 225-233.  1
2004 Ihler AT, Sudderth EB, Freeman WT, Willsky AS. Efficient multiscale sampling from products of Gaussian mixtures Advances in Neural Information Processing Systems 1
2003 Fan A, Wells WM, Fisher JW, Cetin M, Haker S, Mulkern R, Tempany C, Willsky AS. A unified variational approach to denoising and bias correction in MR. Information Processing in Medical Imaging : Proceedings of the ... Conference. 18: 148-59. PMID 15344454  1
2003 Chen L, Wainwright MJ, Cetin M, Willsky AS. Multitarget-Multisensor Data Association Using the Tree-Reweighted Max-Product Algorithm Proceedings of Spie - the International Society For Optical Engineering. 5096: 127-138. DOI: 10.1117/12.496939  1
2003 Kim J, Fisher JW, Cetin M, Yezzi A, Willsky AS. Incorporating complex statistical information in active contour-based image segmentation Ieee International Conference On Image Processing. 2: 655-658. DOI: 10.1117/12.485104  1
2003 Wainwright MJ, Jaakkola TS, Willsky AS. Tree-based reparameterization framework for analysis of sum-product and related algorithms Ieee Transactions On Information Theory. 49: 1120-1146. DOI: 10.1109/TIT.2003.810642  1
2003 Frakt AB, Lev-Ari H, Willsky AS. A generalized Levinson algorithm for covariance extension with application to multiscale autoregressive modeling Ieee Transactions On Information Theory. 49: 411-424. DOI: 10.1109/TIT.2002.807315  1
2003 Schneider MK, Willsky AS. A Krylov subspace method for covariance approximation and simulation of random processes and fields Multidimensional Systems and Signal Processing. 14: 295-318+428. DOI: 10.1023/A:1023530718764  1
2003 Kim AJ, Fisher JW, Willsky AS. Detection and analysis of anisotropic scattering in SAR data Multidimensional Systems and Signal Processing. 14: 49-82. DOI: 10.1023/A:1022268908156  1
2003 Ihler AT, Fisher JW, Willsky AS. Hypothesis testing over factorizations for data association Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2634: 239-253.  1
2003 Wainwright MJ, Jaakkola TS, Willsky AS. Exact MAP estimates by (hyper)tree agreement Advances in Neural Information Processing Systems 1
2002 Richards JA, Willsky AS, Fisher JW. Expectation-maximization approach to target model generation from multiple synthetic aperture radar images Optical Engineering. 41: 150-166. DOI: 10.1117/1.1417493  1
2002 Malioutov DM, Cetin M, Fisher JW, Willsky AS. Superresolution source localization through data-adaptive regularization Proceedings of the Ieee Sensor Array and Multichannel Signal Processing Workshop. 2002: 194-198. DOI: 10.1109/SAM.2002.1191027  0.4
2002 Willsky AS. Multiresolution Markov models for signal and image processing Proceedings of the Ieee. 90: 1396-1458. DOI: 10.1109/JPROC.2002.800717  1
2002 Fisher JW, Wainwright MJ, Sudderth EB, Willsky AS. Statistical and information-theoretic methods for self-organization and fusion of multimodal, networked sensors International Journal of High Performance Computing Applications. 16: 337-353.  1
2002 Çetin M, Malioutov DM, Willsky AS. A variational technique for source localization based on a sparse signal reconstruction perspective Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: III/2965-III/2968.  1
2002 Kim J, Tsai A, Cetin M, Willsky AS. A curve evolution-based variational approach to simultaneous image restoration and segmentation Ieee International Conference On Image Processing. 1: I/109-I/112.  1
2002 Wainwright. MJ, Jaakkola T, Willsky AS. Tree-based reparameterization for approximate inference on loopy graphs Advances in Neural Information Processing Systems 1
2002 Kim J, Fisher JW, Yezzi A, Cetin M, Willsky AS. Nonparametric methods for image segmentation using information theory and curve evolution Ieee International Conference On Image Processing. 3: III/797-III/800.  1
2002 Çtin M, Karl WC, Willsky AS. Edge-preserving image reconstruction for coherent imaging applications Ieee International Conference On Image Processing. 2: II/481-II/484.  1
2001 Tsai A, Yezzi AR, Willsky AS. Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magnification. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 10: 1169-86. PMID 18255534 DOI: 10.1109/83.935033  1
2001 Schneider MK, Willsky AS. Krylov subspace estimation Siam Journal On Scientific Computing. 22: 1840-1864. DOI: 10.1137/S1064827599357292  1
2001 Dror RO, Adelson EH, Willsky AS. Estimating surface reflectance properties from images under unknown illumination Proceedings of Spie - the International Society For Optical Engineering. 4299: 231-242. DOI: 10.1117/12.429494  1
2001 Tsai A, Zhang J, Willsky AS. Expectation-maximization algorithms for image processing using multiscale models and mean- field theory, with applications to laser radar range profiling and segmentation Optical Engineering. 40: 1287-1301. DOI: 10.1117/1.1385168  1
2001 Irving WW, Willsky AS. A canonical correlations approach to multiscale stochastic realization Ieee Transactions On Automatic Control. 46: 1514-1528. DOI: 10.1109/9.956048  1
2001 Frakt AB, Willsky AS. Computationally efficient stochastic realization for internal multiscale autoregressive models Multidimensional Systems and Signal Processing. 12: 109-142. DOI: 10.1023/A:1011184728562  1
2001 Ho TT, Fieguth PW, Willsky AS. Computationally efficient steady-state multiscale estimation for 1-D diffusion processes Automatica. 37: 325-340. DOI: 10.1016/S0005-1098(00)00174-6  1
2001 Wainwright MJ, Simoncelli EP, Willsky AS. Random Cascades on Wavelet Trees and Their Use in Analyzing and Modeling Natural Images Applied and Computational Harmonic Analysis. 11: 89-123. DOI: 10.1006/acha.2000.0350  1
2001 Dror RO, Leung TK, Adelson EH, Willsky AS. Statistics of real-world illumination Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: II164-II171.  1
2001 Ihler AT, Fisher JW, Willsky AS. Nonparametric estimators for online signature authentication Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 6: 3473-3476.  1
2001 Wainwright MJ, Sudderth EB, Willsky AS. Tree-based modeling and estimation of Gaussian processes on graphs with cycles Advances in Neural Information Processing Systems 1
2000 Schneider MK, Fieguth PW, Karl WC, Willsky AS. Multiscale methods for the segmentation and reconstruction of signals and images. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 9: 456-68. PMID 18255416 DOI: 10.1109/83.826782  1
2000 Pollak I, Willsky AS, Krim H. Image segmentation and edge enhancement with stabilized inverse diffusion equations. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 9: 256-66. PMID 18255392 DOI: 10.1109/83.821738  1
2000 Daniel MM, Willsky AS, McLaughlin D. A multiscale approach for estimating solute travel time distributions Advances in Water Resources. 23: 653-665. DOI: 10.1016/S0309-1708(99)00039-1  1
2000 Tsai A, Yezzi A. J, Willsky AS. Curve evolution, boundary-value stochastic processes, the mumford-shah problem, and missing data applications Ieee International Conference On Image Processing. 3: [d]588-591.  1
2000 Tsai A, Yezzi A. J, Willsky AS. A PDE approach to image smoothing and magnification using the Mumford-Shah functional Conference Record of the Asilomar Conference On Signals, Systems and Computers. 1: 473-477.  1
2000 Wainwright MJ, Simoncelli EP, Willsky AS. Random cascades of Gaussian scale mixtures and their use in modeling natural images with application to denoising Ieee International Conference On Image Processing. 1: 260-263.  1
2000 Tsai A, Yezzi A, Willsky AS. A curve evolution approach to medical image magnification via the mumford-shah functional Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 1935: 246-255.  1
2000 Kim J, Fisher JW, Tsai A, Wible C, Willsky AS, Wells WM. Incorporating spatial priors into an information theoretic approach for fMRI data analysis Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 1935: 62-71.  1
1999 Daniel MM, Willsky AS. The modeling and estimation of statistically self-similar processes in a multiresolution framework Ieee Transactions On Information Theory. 45: 955-970. DOI: 10.1109/18.761335  1
1999 Daoudi K, Frakt AB, Willsky AS. Multiscale autoregressive models and wavelets Ieee Transactions On Information Theory. 45: 828-845. DOI: 10.1109/18.761321  1
1999 Jaggi S, Karl WC, Mallat SG, Willsky AS. Silhouette recognition using high-resolution pursuit Pattern Recognition. 32: 753-771.  1
1999 Richards JA, Fisher JW, Willsky AS. Target model generation from multiple SAR images Proceedings of Spie - the International Society For Optical Engineering. 3721: 598-611.  1
1998 Frakt AB, Karl WC, Willsky AS. A multiscale hypothesis testing approach to anomaly detection and localization from noisy tomographic data. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 7: 825-37. PMID 18276296 DOI: 10.1109/83.679425  1
1998 Ho TT, Frakt AB, Willsky AS. Multiscale realization and estimation for space and space-time problems Ieee International Symposium On Information Theory - Proceedings. 21. DOI: 10.1109/ISIT.1998.708600  1
1998 Jaggi S, Karl WC, Mallat S, Willsky AS. High Resolution Pursuit for Feature Extraction 1 Applied and Computational Harmonic Analysis. 5: 428-449.  1
1998 Fieguth PW, Karl WC, Willsky AS. Efficient Multiresolution Counterparts to Variational Methods for Surface Reconstruction Computer Vision and Image Understanding. 70: 157-176.  1
1997 Bhatia M, Karl WC, Willsky AS. Tomographic reconstruction and estimation based on multiscale natural-pixel bases. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 6: 463-78. PMID 18282941 DOI: 10.1109/83.557358  1
1997 Irving WW, Fieguth PW, Willsky AS. An overlapping tree approach to multiscale stochastic modeling and estimation. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 6: 1517-29. PMID 18282910 DOI: 10.1109/83.641412  1
1997 Fosgate CH, Krim H, Irving WW, Karl WC, Willsky AS. Multiscale segmentation and anomaly enhancement of SAR imagery. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 6: 7-20. PMID 18282875 DOI: 10.1109/83.552077  1
1997 Daniel MM, Willsky AS. Efficient Implementations of 2-D Noncausal IIR Filters Ieee Transactions On Circuits and Systems Ii: Analog and Digital Signal Processing. 44: 549-563. DOI: 10.1109/82.598426  1
1997 Learned RE, Willsky AS, Boroson DM. Low complexity optimal joint detection for oversaturated multiple access communications Ieee Transactions On Signal Processing. 45: 113-123. DOI: 10.1109/78.552210  1
1997 Irving WW, Novak LM, Willsky AS. A multiresolution approach to discrimination in SAR imagery Ieee Transactions On Aerospace and Electronic Systems. 33: 1157-1169. DOI: 10.1109/7.625103  1
1997 Daniel MM, Willsky AS. A multiresolution methodology for signal-level fusion and data assimilation with applications to remote sensing Proceedings of the Ieee. 85: 164-179. DOI: 10.1109/5.554216  1
1997 Kaufhold J, Schneider M, Willsky AS, Karl WC. A statistical method for efficient segmentation of MR imagery International Journal of Pattern Recognition and Artificial Intelligence. 11: 1213-1231.  1
1997 Miller EL, Willsky AS. Multiscale, Statistical Anomaly Detection Analysis and Algorithms for Linearized Inverse Scattering Problems Multidimensional Systems and Signal Processing. 8: 151-184.  1
1996 Milanfar P, Karl WC, Willsky AS. A moment-based variational approach to tomographic reconstruction. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 5: 459-70. PMID 18285131 DOI: 10.1109/83.491319  1
1996 Bhatia M, Karl WC, Willsky AS. A wavelet-based method for multiscale tomographic reconstruction. Ieee Transactions On Medical Imaging. 15: 92-101. PMID 18215892 DOI: 10.1109/42.481444  1
1996 Fieguth PW, Willsky AS. Fractal estimation using models on multiscale trees Ieee Transactions On Signal Processing. 44: 1297-1300. DOI: 10.1109/78.502347  1
1996 Miller EL, Willsky AS. A multiscale, statistically based inversion scheme for linearized inverse scattering problems Ieee Transactions On Geoscience and Remote Sensing. 34: 346-357. DOI: 10.1109/36.485112  1
1996 Belcastro L, Karl WC, Willsky AS. Tomographic reconstruction of polygons from knot location and chord length measurements Graphical Models and Image Processing. 58: 233-245. DOI: 10.1006/gmip.1996.0020  1
1996 Miller EL, Willsky AS. Wavelet-based methods for the nonlinear inverse scattering problem using the extended Born approximation Radio Science. 31: 51-65.  1
1995 Luettgen MR, Willsky AS. Likelihood calculation for a class of multiscale stochastic models, with application to texture discrimination. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 4: 194-207. PMID 18289971 DOI: 10.1109/83.342185  1
1995 Jaggi S, Karl WC, Willsky AS. Estimation of dynamically evolving ellipsoids with applications to medical imaging. Ieee Transactions On Medical Imaging. 14: 249-58. PMID 18215828 DOI: 10.1109/42.387706  1
1995 Luettgen MR, Willsky AS. Multiscale Smoothing Error Models Ieee Transactions On Automatic Control. 40: 173-175. DOI: 10.1109/9.362875  1
1995 Milanfar P, Verghese GC, Karl WC, Willsky AS. Reconstructing Polygons from Moments with Connections to Array Processing Ieee Transactions On Signal Processing. 43: 432-443. DOI: 10.1109/78.348126  1
1995 Chin TM, Karl WC, Willsky AS. A distributed and iterative method for square root filtering in space-time estimation Automatica. 31: 67-82. DOI: 10.1016/0005-1098(94)00069-U  1
1995 Learned RE, Willsky AS. A Wavelet Packet Approach to Transient Signal Classification Applied and Computational Harmonic Analysis. 2: 265-278. DOI: 10.1006/acha.1995.1019  1
1995 Miller E, Willsky AS. A Multiscale Approach to Sensor Fusion and the Solution of Linear Inverse Problems Applied and Computational Harmonic Analysis. 2: 127-147. DOI: 10.1006/acha.1995.1009  1
1995 Mallat HKS, Donoho D, Willsky AS. Best basis algorithm for signal enhancement Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 3: 1561-1564.  1
1994 Chin TM, Karl WC, Willsky AS. Probabilistic and sequential computation of optical flow using temporal coherence. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 3: 773-88. PMID 18296246 DOI: 10.1109/83.336247  1
1994 Luettgen MR, Clem Karl W, Willsky AS. Efficient multiscale regularization with applications to the computation of optical flow. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 3: 41-64. PMID 18291908 DOI: 10.1109/83.265979  1
1994 Benveniste A, Nikoukhah R, Willsky AS. Multiscale System Theory Ieee Transactions On Circuits and Systems I: Fundamental Theory and Applications. 41: 2-15. DOI: 10.1109/81.260214  1
1994 Milanfar P, Karl WC, Willsky AS. Reconstructing Binary Polygonal Objects from Projections: A Statistical View Cvgip: Graphical Models and Image Processing. 56: 371-391. DOI: 10.1006/cgip.1994.1034  1
1994 Karl WC, Verghese GC, Willsky AS. Reconstructing Ellipsoids from Projections Cvgip: Graphical Models and Image Processing. 56: 124-139. DOI: 10.1006/cgip.1994.1012  1
1994 Krim H, Pesquet JC, Willsky AS. Robust multiscale representation of processes and optimal signal reconstruction . 1-4.  1
1993 Prince JL, Willsky AS. Hierarchical reconstruction using geometry and sinogram restoration. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 2: 401-16. PMID 18296226 DOI: 10.1109/83.236529  1
1993 Chou KC, Golden SA, Willsky AS. Multiresolution stochastic models, data fusion, and wavelet transforms Signal Processing. 34: 257-282. DOI: 10.1016/0165-1684(93)90135-W  1
1992 Nikoukhah R, Willsky AS, Levy BC. Kalman Filtering and Riccati Equations for Descriptor Systems Ieee Transactions On Automatic Control. 37: 1325-1342. DOI: 10.1109/9.159570  1
1992 Chin TM, Karl WC, Willsky AS. Sequential filtering for multi-frame visual reconstruction Signal Processing. 28: 311-333. DOI: 10.1016/0165-1684(92)90046-Y  1
1992 Özveren CM, Willsky AS. Aggregation and multi-level control in discrete event dynamic systems Automatica. 28: 565-577. DOI: 10.1016/0005-1098(92)90180-N  1
1992 Özveren CM, Willsky AS. Invertibility of Discrete-Event Dynamic Systems Mathematics of Control, Signals, and Systems. 5: 365-390. DOI: 10.1007/BF02134011  1
1991 Özveren CM, Willsky AS, Antsaklis PJ. Stability and stabilizability of Discrete Event Dynamic Systems Journal of the Acm. 38: 730-752. DOI: 10.1145/116825.116855  1
1991 Özveren CM, Willsky AS. Output Stabilizability of Discrete-Event Dynamic Systems Ieee Transactions On Automatic Control. 36: 925-935. DOI: 10.1109/9.133186  1
1991 Tewfik AH, Levy BC, Willsky AS. Internal Models and Recursive Estimation for 2-D Isotropic Random Fields Ieee Transactions On Information Theory. 37: 1055-1066. DOI: 10.1109/18.86997  1
1991 Nikoukhah R, Willsky AS, Levy BC. Reachability, observability, minimality, and extendibility for two-point boundary-value descriptor systems International Journal of Control. 54: 635-663. DOI: 10.1080/00207179108934180  1
1991 Prince JL, Willsky AS. Convex set reconstruction using prior shape information Cvgip: Graphical Models and Image Processing. 53: 413-427. DOI: 10.1016/1049-9652(91)90026-G  1
1991 Oezveren CM, Willsky AS. Stabilization, tracking, and hierarchical modeling of discrete-event dynamic systems Ifac Symposia Series - Proceedings of a Triennial World Congress. 3: 529-533.  1
1991 Willsky AS, Chou KC, Basseville M, Benveniste A. Wavelet transforms, multiresolution dynamical models, and multigrid estimation algorithms Ifac Symposia Series - Proceedings of a Triennial World Congress. 2: 105-109.  1
1990 Doerschuk PC, Chin TM, Willsky AS. Modeling of cardiac rhythms. A signal-processing perspective. Journal of Electrocardiology. 23: 102-10. PMID 2090726 DOI: 10.1016/0022-0736(90)90084-F  1
1990 Özveren CM, Willsky AS. Observability of Discrete Event Dynamic Systems Ieee Transactions On Automatic Control. 35: 797-806. DOI: 10.1109/9.57018  1
1990 Levy BC, Adams MB, Willsky AS. Solution and Linear Estimation of 2-D Nearest-Neighbor Models Proceedings of the Ieee. 78: 627-641. DOI: 10.1109/5.54803  1
1990 Prince JL, Willsky AS. Reconstructing Convex Sets from Support Line Measurements Ieee Transactions On Pattern Analysis and Machine Intelligence. 12: 377-389. DOI: 10.1109/34.50623  1
1990 Doerschuk PC, Tenney RR, Willsky AS. Event-based estimation of interacting markov chains with applications to electrocardiogram analysis International Journal of Systems Science. 21: 285-304. DOI: 10.1080/00207729008910362  1
1990 Doerschuk PC, Tenney RR, Willsky AS. Modelling electrocardiograms using interacting markov chains International Journal of Systems Science. 21: 257-283. DOI: 10.1080/00207729008910361  1
1990 Tewfik AH, Willsky AS, Levy BC. Parallel smoothing Systems and Control Letters. 14: 253-259. DOI: 10.1016/0167-6911(90)90021-L  1
1990 Prince JL, Willsky AS. A geometric projection-space reconstruction algorithm Linear Algebra and Its Applications. 130: 151-191. DOI: 10.1016/0024-3795(90)90211-T  1
1990 Ouzveren CM, Willsky AS. Tracking and restrictability in discrete-event dynamic systems Proceedings of the Ieee Conference On Decision and Control. 2: 672-673.  1
1990 Lele AS, Kulkarni SR, Willsky AS. Convex set estimation from support line measurements and applications to target reconstruction from laser radar data Proceedings of Spie - the International Society For Optical Engineering. 1222: 58-82.  1
1989 Chin TM, Willsky AS. Stochastic Petri net modeling of wave sequences in cardiac arrhythmias. Computers and Biomedical Research, An International Journal. 22: 136-59. PMID 2721167 DOI: 10.1016/0010-4809(89)90022-0  1
1989 Nikoukhah R, Levy BC, Willsky AS. Stability, Stochastic Stationarity, and Generalized Lyapunov Equations for Two-Point Boundary Value Descriptor Systems Ieee Transactions On Automatic Control. 34: 1141-1152. DOI: 10.1109/9.40743  1
1989 Massoumnia MA, Verghese GC, Willsky AS. Failure Detection and Identification Ieee Transactions On Automatic Control. 34: 316-321. DOI: 10.1109/9.16422  1
1989 Weiss AJ, Willsky AS, Levy BC. Nonuniform Array Processing Via the Polynomial Approach Ieee Transactions On Aerospace and Electronic Systems. 25: 48-55. DOI: 10.1109/7.18660  1
1989 Bello MG, Willsky AS, Levy BC. Construction and applications of discrete-time smoothing error models International Journal of Control. 50: 203-223. DOI: 10.1080/00207178908953359  1
1989 Rossi DJ, Willsky AS, Spielman DM. Object shape estimation from tomographic measurements-A performance analysis Signal Processing. 18: 63-87. DOI: 10.1016/0165-1684(89)90063-7  1
1989 Chou KC, Willsky AS. A multi-resolution, probabilistic approach to two-dimensional inverse conductivity problems Signal Processing. 18: 291-311. DOI: 10.1016/0165-1684(89)90040-6  1
1989 Nikoukhah R, Adams MB, Willsky AS, Levy BC. Estimation for boundary-value descriptor systems Circuits, Systems, and Signal Processing. 8: 25-48. DOI: 10.1007/BF01598744  1
1989 Nikoukhah R, Willsky AS, Levy BC. Reachability, observability, and minimality for shift-invariant two-point boundary-value descriptor systems Circuits, Systems, and Signal Processing. 8: 313-340. DOI: 10.1007/BF01598418  1
1989 Ozveren CM, Willsky AS. Output stabilizability of discrete event dynamic systems Proceedings of the Ieee Conference On Decision and Control. 3: 2719-2724.  1
1989 Chou KC, Willsky AS, Benveniste A, Basseville M. Recursive and iterative estimation algorithms for multi-resolution stochastic processes Proceedings of the Ieee Conference On Decision and Control. 2: 1184-1189.  1
1989 Willsky AS, Chou KC, Benveniste A, Basseville M. Multiresolution stochastic models and multiscale estimation algorithms . 108.  1
1988 Rohlicek JR, Willsky AS. The reduction of perturbed Markov generators: An algorithm exposing the role of transient states Journal of the Acm (Jacm). 35: 675-696. DOI: 10.1145/44483.44497  1
1988 Özveren CM, Verghese GC, Willsky AS. Asymptotic Orders of Reachability in Perturbed Linear Systems Ieee Transactions On Automatic Control. 33: 915-923. DOI: 10.1109/9.7245  1
1988 Weiss AJ, Willsky AS, Levy BC. Maximum Likelihood Array Processing for the Estimation of Superimposed Signals Proceedings of the Ieee. 76: 203-205. DOI: 10.1109/5.4396  1
1988 Weiss AJ, Willsky AS, Levy BC. Eigenstructure Approach for Array Processing with Unknown Intensity Coefficients Ieee Transactions On Acoustics, Speech, and Signal Processing. 36: 1613-1617. DOI: 10.1109/29.7549  1
1988 Tewfik AH, Levy BC, Willsky AS. An Efficient Maximum Entropy Technique for 2-D Isotropic Random Fields Ieee Transactions On Acoustics, Speech, and Signal Processing. 36: 797-812. DOI: 10.1109/29.1589  1
1988 Tewfik AH, Levy BC, Willsky AS. Sampling Theorems for Two-Dimensional Isotropic Random Fields Ieee Transactions On Information Theory. 34: 1092-1096. DOI: 10.1109/18.21240  1
1988 Lou X, Willsky AS, Verghese GC. Algebraic approach to time scale analysis of singularly perturbed linear systems International Journal of Control. 47: 281-308. DOI: 10.1080/00207178808906011  1
1988 Rohlicek JR, Willsky AS. Multiple time scale decomposition of discrete time Markov chains Systems and Control Letters. 11: 309-314. DOI: 10.1016/0167-6911(88)90075-8  1
1987 Willsky AS. Challenges to Control in Signal Processing and Communications Ieee Control Systems Magazine. 7: 3-6. DOI: 10.1109/MCS.1987.1105261  1
1987 Nikoukhah R, Willsky AS, Levy BC. Boundary-value descriptor systems: Well-posedness, reachability and observability International Journal of Control. 46: 1715-1737. DOI: 10.1080/00207178708934005  1
1987 Tewfik AH, Levy BC, Willsky AS. An eigenstructure approach for the retrieval of cylindrical harmonics Signal Processing. 13: 121-139. DOI: 10.1016/0165-1684(87)90043-0  1
1986 Bello MG, Willsky AS, Levy BC, Castanon DA. Smoothing Error Dynamics and Their Use in the Solution of Smoothing and Mapping Problems Ieee Transactions On Information Theory. 32: 483-495. DOI: 10.1109/TIT.1986.1057207  1
1986 Chizeck HJ, Willsky AS, Castanon D. Discrete-time markovian-jump linear quadratic optimal control International Journal of Control. 43: 213-231. DOI: 10.1080/00207178608933459  1
1986 Lou XC, Willsky AS, Verghese GC. Optimally robust redundancy relations for failure detection in uncertain systems Automatica. 22: 333-344. DOI: 10.1016/0005-1098(86)90031-2  1
1986 Tewfik AH, Levy BC, Willsky AS. NEW PARALLEL SMOOTHING ALGORITHM Proceedings of the Ieee Conference On Decision and Control. 933-937.  1
1985 Castanon DA, Levy BC, Willsky AS. Algorithms for the incorporation of predictive information in surveillance theory International Journal of Systems Science. 16: 367-382. DOI: 10.1080/00207728508926680  1
1985 Weiss JL, Willsky AS, Pattipati KR, Eterno JS. APPLICATION OF FDI METRICS TO DETECTION AND ISOLATION OF SENSOR FAILURES IN TURBINE ENGINES Proceedings of the American Control Conference. 1114-1120.  1
1984 Willsky AS, Chow EY. Bayesian Design Of Decision Rules For Failure Detection Ieee Transactions On Aerospace and Electronic Systems. 761-774. DOI: 10.1109/TAES.1984.310460  1
1984 Adams MB, Willsky AS, Levy BC. Linear Estimation of Boundary Value Stochastic Processes—Part II: 1-D Smoothing Problems Ieee Transactions On Automatic Control. 29: 811-821. DOI: 10.1109/TAC.1984.1103668  1
1984 Adams MB, Willsky AS, Levy BC. Linear Estimation of Boundary Value Stochastic Processes—Part I: The Role and Construction of Complementary Models Ieee Transactions On Automatic Control. 29: 803-811. DOI: 10.1109/TAC.1984.1103659  1
1984 Chow EY, Willsky AS. Analytical Redundancy and the Design of Robust Failure Detection Systems Ieee Transactions On Automatic Control. 29: 603-614. DOI: 10.1109/TAC.1984.1103593  1
1983 Doerschuk PC, Gustafson DE, Willsky AS. Upper extremity limb function discrimination using EMG signal analysis. Ieee Transactions On Bio-Medical Engineering. 30: 18-29. PMID 6826182 DOI: 10.1109/TBME.1983.325162  1
1983 Moroney P, Willsky AS, Houpt PK. Roundoff Noise and Scaling in the Digital Implementation of Control Compensators Ieee Transactions On Acoustics, Speech, and Signal Processing. 31: 1464-1477. DOI: 10.1109/TASSP.1983.1164230  1
1983 Hall MG, Oppenheim AV, Willsky AS. Time-varying parametric modeling of speech Signal Processing. 5: 267-285. DOI: 10.1016/0165-1684(83)90074-9  1
1983 Levy BC, Castañon DA, Verghese GC, Willsky AS. A scattering framework for decentralized estimation problems Automatica. 19: 373-384. DOI: 10.1016/0005-1098(83)90051-1  1
1983 Chizeck HJ, Willsky AS, Castanon D. MARKOVIAN JUMP LINEAR QUADRATIC OPTIMAL CONTROL IN DISCRETE TIME Proceedings of the Ieee Conference On Decision and Control. 3: 1138-1142.  1
1983 Coderch M, Willsky AS, Sastry SS, Castanon DA. HIERARCHICAL AGGREGATION OF SINGULARLY PERTURBED FINITE STATE MARKOV PROCESSES Stochastics. 8: 259-289.  1
1982 Coderch M, Willsky AS, Sastry SS, Castanon DA. HIERARCHICAL AGGREGATION OF LINEAR SYSTEMS WITH MULTIPLE TIME SCALES . 381-385. DOI: 10.1109/TAC.1983.1103170  1
1982 Willsky AS, Sandell NR. The Stochastic Analysis of Dynamic Systems Moving Through Random Fields Ieee Transactions On Automatic Control. 27: 830-838. DOI: 10.1109/TAC.1982.1103013  1
1982 Willsky AS. Some Solutions, Some Problems, and Some Ieee Control Systems Magazine. 2: 4-16. DOI: 10.1109/MCS.1982.1103720  1
1982 Moroney P, Willsky AS, Houpt PK. ARCHITECTURAL ISSUES IN THE IMPLEMENTATION OF DIGITAL COMPENSATORS . 1637-1642.  1
1981 Castanon DA, Coderch M, Levy BC, Willsky AS. ASYMPTOTIC ANALYSIS, APPROXIMATION, AND AGGREGATION METHODS FOR STOCHASTIC HYBRID SYSTEMS Journal of Environmental Science and Health, Part B: Pesticides, Food Contaminants, and Agricultural Wastes. 1.  1
1981 Castanon DA, Chizeck HJ, Willsky AS. DISCRETE-TIME STOCHASTIC CONTROL OF HYBRID SYSTEMS Journal of Environmental Science and Health, Part B: Pesticides, Food Contaminants, and Agricultural Wastes. 1.  1
1981 Gustafson DE, Wang JY, Willsky AS. CARDIAC RHYTHM INTERPRETATION USING STATISTICAL P AND R WAVE ANALYSIS Ieee/Engineering in Medicine and Biology Society Annual Conference. 267-272.  1
1980 Moroney P, Willsky AS, Houpt PK. The Digital Implementation of Control Compensators: The Coefficient Wordlength Issue Ieee Transactions On Automatic Control. 25: 621-630. DOI: 10.1109/TAC.1980.1102397  1
1980 Kam PY, Willsky AS. Estimation and control for a sensor moving along a one-dimensional track International Journal of Control. 31: 1147-1159. DOI: 10.1080/00207178008961106  1
1980 Greene CS, Willsky AS. ANALYSIS OF THE MULTIPLE MODEL ADAPTIVE CONTROL ALGORITHM Proceedings of the Ieee Conference On Decision and Control. 2: 1142-1145.  1
1979 Moroney P, Willsky AS, Houpt PK. EFFICIENT DETERMINATION OF CONTROLLER COEFFICIENT WORDLENGTH National Bureau of Standards, Special Publication. 6-9.  1
1978 Willsky AS. Relationships Between Digital Signal Processing and Control and Estimation Theory Proceedings of the Ieee. 66: 996-1017. DOI: 10.1109/PROC.1978.11078  1
1978 Willsky AS. On the algebraic structure of certain partially observable finite-state Markov processes Information and Control. 38: 179-212. DOI: 10.1016/S0019-9958(78)90179-1  1
1977 Deckert JC, Desai MN, Deyst JJ, Willsky AS. F-8 DFBW Sensor Failure Identification Using Analytic Redundancy Ieee Transactions On Automatic Control. 22: 795-803. DOI: 10.1109/TAC.1977.1101598  1
1977 Kwong RHS, Willsky AS. Optimal Filtering and Filter Stability of Linear Stochastic Delay Systems Ieee Transactions On Automatic Control. 22: 196-201. DOI: 10.1109/TAC.1977.1101472  1
1976 Willsky AS, Jones HL. A Generalized Likelihood Ratio Approach to the Detection and Estimation of Jumps in Linear Systems Ieee Transactions On Automatic Control. 21: 108-112. DOI: 10.1109/TAC.1976.1101146  1
1976 Willsky AS, Marcus SI. Analysis of bilinear noise models in circuits and devices Journal of the Franklin Institute. 301: 103-122. DOI: 10.1016/0016-0032(76)90135-6  1
1976 Willsky AS. A survey of design methods for failure detection in dynamic systems Automatica. 12: 601-611. DOI: 10.1016/0005-1098(76)90041-8  1
1975 Willsky AS. Estimation and Detection of Signals in Multiplicative Noise Ieee Transactions On Information Theory. 21: 472-474. DOI: 10.1109/TIT.1975.1055400  1
1975 Lo JTH, Willsky AS. Estimation for Rotational Processes with One Degree of Freedom—Part I: Introduction and Continuous-Time Processes Ieee Transactions On Automatic Control. 20: 10-21. DOI: 10.1109/TAC.1975.1100829  1
1975 Willsky AS. Invertibility of finite group homomorphic sequential systems Information and Control. 27: 126-147. DOI: 10.1016/S0019-9958(75)90113-8  1
1974 Willsky AS. Fourier Series and Estimation on the Circle with Applications to Synchronous Communication—Part II: Implementation Ieee Transactions On Information Theory. 20: 584-590. DOI: 10.1109/TIT.1974.1055281  1
1974 Willsky AS. Fourier Series and Estimation on the Circle with Applications to Synchronous Communication—Part I: Analysis Ieee Transactions On Information Theory. 20: 577-583. DOI: 10.1109/TIT.1974.1055280  1
1974 Willsky AS. On the Invertibility of Linear Systems Ieee Transactions On Automatic Control. 19: 272-274. DOI: 10.1109/TAC.1974.1100545  1
1972 Brockett RW, Willsky AS. Finite group homomorphic sequential systems Ieee Transactions On Automatic Control. 17: 483-490. DOI: 10.1109/TAC.1972.1100031  1
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