Analysis of MHT and GBT Approaches to Disparate-Sensor Fusion. - Carthel, Craig; LeNoach, Jordan; Coraluppi, Stefano; Willsky, Alan S.; Bale, Brandon (2020)

Graph-Based Tracking with Uncertain ID Measurement Associations. - Coraluppi, Stefano P.; Carthel, Craig A.; Willsky, Alan S. (2019)

Multi-Sensor tracking of move-stop-move targets. - Coraluppi, Stefano P.; Carthel, Craig A.; Willsky, Alan S. (2017)

New graph-based and MCMC approaches to multi-INT surveillance. - Coraluppi, Stefano; Carthel, Craig; Kreamer, William; Willsky, Alan S. (2016)

Semidefinite Descriptions of the Convex Hull of Rotation Matrices. - Saunderson, James; Parrilo, Pablo A.; Willsky, Alan S. (SIAM J. Optim., 2015)

Sampling From Gaussian Markov Random Fields Using Stationary and Non-Stationary Subgraph Perturbations. - Liu, Ying; Kosut, Oliver; Willsky, Alan S. (IEEE Trans. Signal Process., 2015)

MCMC and MHT Approaches to Multi-INT surveillance. - Coraluppi, Stefano; Carthel, Craig; Kreamer, William; Willsky, Alan S. (2015)

Sparsity-Driven Synthetic Aperture Radar Imaging: Reconstruction, autofocusing, moving targets, and compressed sensing. - Çetin, Müjdat; Stojanovic, Ivana; Önhon, N. Özben; Varshney, Kush R.; Samadi, Sadegh; Karl, William Clement; Willsky, Alan S. (IEEE Signal Process. Mag., 2014)

Semidefinite relaxations for optimization problems over rotation matrices. - Saunderson, James; Parrilo, Pablo A.; Willsky, Alan S. (2014)

Stochastic Variational Inference for Bayesian Time Series Models. - Johnson, Matthew James; Willsky, Alan S. (2014)

Bayesian nonparametric hidden semi-Markov models. - Johnson, Matthew J.; Willsky, Alan S. (J. Mach. Learn. Res., 2013)

Diagonal and low-rank decompositions and fitting ellipsoids to random points. - Saunderson, James; Parrilo, Pablo A.; Willsky, Alan S. (2013)

Recursive FMP for distributed inference in Gaussian graphical models. - Liu, Ying; Willsky, Alan S. (2013)

Sampling from Gaussian graphical models using subgraph perturbations. - Liu, Ying; Kosut, Oliver; Willsky, Alan S. (2013)

Learning Gaussian Graphical Models with Observed or Latent FVSs. - Liu, Ying; Willsky, Alan S. (2013)

Analyzing Hogwild Parallel Gaussian Gibbs Sampling. - Johnson, Matthew J.; Saunderson, James; Willsky, Alan S. (2013)

A New Class of Upper Bounds on the Log Partition Function - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (CoRR, 2013)

Learning Gaussian Graphical Models with Observed or Latent FVSs. - Liu, Ying; Willsky, Alan S. (CoRR, 2013)

The Convex Geometry of Linear Inverse Problems. - Chandrasekaran, Venkat; Recht, Benjamin; Parrilo, Pablo A.; Willsky, Alan S. (Found. Comput. Math., 2012)

High-dimensional Gaussian graphical model selection: walk summability and local separation criterion. - Anandkumar, Animashree; Tan, Vincent Y. F.; Huang, Furong; Willsky, Alan S. (J. Mach. Learn. Res., 2012)

A Tree-Based Context Model for Object Recognition. - Choi, Myung Jin; Torralba, Antonio; Willsky, Alan S. (IEEE Trans. Pattern Anal. Mach. Intell., 2012)

Context models and out-of-context objects. - Choi, Myung Jin; Torralba, Antonio; Willsky, Alan S. (Pattern Recognit. Lett., 2012)

Diagonal and Low-Rank Matrix Decompositions, Correlation Matrices, and Ellipsoid Fitting. - Saunderson, James; Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (SIAM J. Matrix Anal. Appl., 2012)

Convex Graph Invariants. - Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (SIAM Rev., 2012)

Feedback Message Passing for Inference in Gaussian Graphical Models. - Liu, Ying; Chandrasekaran, Venkat; Anandkumar, Animashree; Willsky, Alan S. (IEEE Trans. Signal Process., 2012)

Convex graph invariants. - Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (2012)

The Hierarchical Dirichlet Process Hidden Semi-Markov Model - Johnson, Matthew J.; Willsky, Alan S. (CoRR, 2012)

Rejoinder: Latent variable graphical model selection via convex optimization - Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (CoRR, 2012)

Learning High-Dimensional Markov Forest Distributions: Analysis of Error Rates. - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (J. Mach. Learn. Res., 2011)

Learning Latent Tree Graphical Models. - Choi, Myung Jin; Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (J. Mach. Learn. Res., 2011)

Rank-Sparsity Incoherence for Matrix Decomposition. - Chandrasekaran, Venkat; Sanghavi, Sujay; Parrilo, Pablo A.; Willsky, Alan S. (SIAM J. Optim., 2011)

A Large-Deviation Analysis of the Maximum-Likelihood Learning of Markov Tree Structures. - Tan, Vincent Y. F.; Anandkumar, Animashree; Tong, Lang; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2011)

Belief Propagation and LP Relaxation for Weighted Matching in General Graphs. - Sanghavi, Sujay; Malioutov, Dmitry M.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2011)

Bayesian Nonparametric Inference of Switching Dynamic Linear Models. - Fox, Emily B.; Sudderth, Erik B.; Jordan, Michael I.; Willsky, Alan S. (IEEE Trans. Signal Process., 2011)

Linear Dimensionality Reduction for Margin-Based Classification: High-Dimensional Data and Sensor Networks. - Varshney, Kush R.; Willsky, Alan S. (IEEE Trans. Signal Process., 2011)

Sample complexity for topology estimation in networks of LTI systems. - Tan, Vincent Y. F.; Willsky, Alan S. (2011)

Tree-structured statistical modeling via convex optimization. - Saunderson, James; Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (2011)

Energy-latency tradeoff for in-network function computation in random networks. - Balister, Paul; Bollobás, Béla; Anandkumar, Animashree; Willsky, Alan S. (2011)

High-Dimensional Graphical Model Selection: Tractable Graph Families and Necessary Conditions. - Anandkumar, Animashree; Tan, Vincent Y. F.; Willsky, Alan S. (2011)

Energy-Latency Tradeoff for In-Network Function Computation in Random Networks - Balister, Paul N.; Bollobás, Béla; Anandkumar, Animashree; Willsky, Alan S. (CoRR, 2011)

Feedback Message Passing for Inference in Gaussian Graphical Models - Liu, Ying; Chandrasekaran, Venkat; Anandkumar, Animashree; Willsky, Alan S. (CoRR, 2011)

High-Dimensional Gaussian Graphical Model Selection: Tractable Graph Families - Anandkumar, Animashree; Tan, Vincent Y. F.; Willsky, Alan S. (CoRR, 2011)

High-Dimensional Structure Estimation in Ising Models: Tractable Graph Families - Anandkumar, Animashree; Tan, Vincent Y. F.; Huang, Furong; Willsky, Alan S. (CoRR, 2011)

Nonparametric belief propagation. - Sudderth, Erik B.; Ihler, Alexander T.; Isard, Michael; Freeman, William T.; Willsky, Alan S. (Commun. ACM, 2010)

Classification Using Geometric Level Sets. - Varshney, Kush R.; Willsky, Alan S. (J. Mach. Learn. Res., 2010)

Sequential Compressed Sensing. - Malioutov, Dmitry M.; Sanghavi, Sujay; Willsky, Alan S. (IEEE J. Sel. Top. Signal Process., 2010)

Paths Ahead in the Science of Information and Decision Systems [In the Spotlight]. - Willsky, Alan S. (IEEE Signal Process. Mag., 2010)

Bayesian Nonparametric Methods for Learning Markov Switching Processes. - Fox, Emily B.; Sudderth, Erik B.; Jordan, Michael I.; Willsky, Alan S. (IEEE Signal Process. Mag., 2010)

An Efficient Message-Passing Algorithm for Optimizing Decentralized Detection Networks. - Kreidl, O. Patrick; Willsky, Alan S. (IEEE Trans. Autom. Control., 2010)

Gaussian multiresolution models: exploiting sparse Markov and covariance structure. - Choi, Myung Jin; Chandrasekaran, Venkat; Willsky, Alan S. (IEEE Trans. Signal Process., 2010)

Learning Gaussian tree models: analysis of error exponents and extremal structures. - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (IEEE Trans. Signal Process., 2010)

Learning graphical models for hypothesis testing and classification. - Tan, Vincent Y. F.; Sanghavi, Sujay; Fisher, John W., III; Willsky, Alan S. (IEEE Trans. Signal Process., 2010)

The Convex algebraic geometry of linear inverse problems. - Chandrasekaran, Venkat; Recht, Benjamin; Parrilo, Pablo A.; Willsky, Alan S. (2010)

Scaling laws for learning high-dimensional Markov forest distributions. - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (2010)

Consistent and efficient reconstruction of latent tree models. - Choi, Myung Jin; Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (2010)

Latent variable graphical model selection via convex optimization. - Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (2010)

Exploiting hierarchical context on a large database of object categories. - Choi, Myung Jin; Lim, Joseph J.; Torralba, Antonio; Willsky, Alan S. (2010)

Necessary and sufficient conditions for high-dimensional salient feature subset recovery. - Tan, Vincent Y. F.; Johnson, Matthew J.; Willsky, Alan S. (2010)

Error exponents for composite hypothesis testing of Markov forest distributions. - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (2010)

Feedback message passing for inference in gaussian graphical models. - Liu, Ying; Chandrasekaran, Venkat; Anandkumar, Animashree; Willsky, Alan S. (2010)

Limit laws for random spatial graphical models. - Anandkumar, Animashree; Yukich, Joseph E.; Willsky, Alan S. (2010)

The Hierarchical Dirichlet Process Hidden Semi-Markov Model. - Johnson, Matthew J.; Willsky, Alan S. (2010)

Sequential Compressed Sensing - Malioutov, Dmitry M.; Sanghavi, Sujay; Willsky, Alan S. (CoRR, 2010)

Learning High-Dimensional Markov Forest Distributions: Analysis of Error Rates - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (CoRR, 2010)

Learning Latent Tree Graphical Models - Choi, Myung Jin; Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (CoRR, 2010)

Convex Graph Invariants - Chandrasekaran, Venkat; Parrilo, Pablo A.; Willsky, Alan S. (CoRR, 2010)

Message passing for maximum weight independent set. - Sanghavi, Sujay; Shah, Devavrat; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2009)

Message quantization in belief propagation: Structural results in the low-rate regime. - Kreidl, O. Patrick; Willsky, Alan S. (2009)

How do the structure and the parameters of Gaussian tree models affect structure learning? - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (2009)

Sparse and low-rank matrix decompositions. - Chandrasekaran, Venkat; Sanghavi, Sujay; Parrilo, Pablo A.; Willsky, Alan S. (2009)

An efficient message passing algorithm for multi-target tracking. - Chen, Zhexu; Chen, Lei; Çetin, Müjdat; Willsky, Alan S. (2009)

Learning dimensionality-reduced classifiers for information fusion. - Varshney, Kush R.; Willsky, Alan S. (2009)

Lessons learned in the creation of a data set for hard/soft information fusion. - Pravia, Marco A.; Babko-Malaya, Olga; Schneider, Michael K.; White, James V.; Chong, Chee-Yee; Willsky, Alan S. (2009)

Exploiting sparse Markov and covariance structure in multiresolution models. - Choi, Myung Jin; Chandrasekaran, Venkat; Willsky, Alan S. (2009)

A large-deviation analysis for the maximum likelihood learning of tree structures. - Tan, Vincent Y. F.; Anandkumar, Animashree; Tong, Lang; Willsky, Alan S. (2009)

Detection error exponent for spatially dependent samples in random networks. - Anandkumar, Animashree; Willsky, Alan S.; Tong, Lang (2009)

Sharing Features among Dynamical Systems with Beta Processes. - Fox, Emily B.; Sudderth, Erik B.; Jordan, Michael I.; Willsky, Alan S. (2009)

A Large-Deviation Analysis of the Maximum-Likelihood Learning of Markov Tree Structures - Tan, Vincent Y. F.; Anandkumar, Animashree; Tong, Lang; Willsky, Alan S. (CoRR, 2009)

Learning Gaussian Tree Models: Analysis of Error Exponents and Extremal Structures - Tan, Vincent Y. F.; Anandkumar, Animashree; Willsky, Alan S. (CoRR, 2009)

Describing Visual Scenes Using Transformed Objects and Parts. - Sudderth, Erik B.; Torralba, Antonio; Freeman, William T.; Willsky, Alan S. (Int. J. Comput. Vis., 2008)

A Recursive Model-Reduction Method for Approximate Inference in Gaussian Markov Random Fields. - Johnson, Jason K.; Willsky, Alan S. (IEEE Trans. Image Process., 2008)

Learning the Dynamics and Time-Recursive Boundary Detection of Deformable Objects. - Sun, Walter; Çetin, Müjdat; Chan, Raymond C.; Willsky, Alan S. (IEEE Trans. Image Process., 2008)

Estimation in Gaussian Graphical Models Using Tractable Subgraphs: A Walk-Sum Analysis. - Chandrasekaran, Venkat; Johnson, Jason K.; Willsky, Alan S. (IEEE Trans. Signal Process., 2008)

Sparse Representation in Structured Dictionaries With Application to Synthetic Aperture Radar. - Varshney, Kush R.; Çetin, Müjdat; Fisher, John W., III; Willsky, Alan S. (IEEE Trans. Signal Process., 2008)

Low-Rank Variance Approximation in GMRF Models: Single and Multiscale Approaches. - Malioutov, Dmitry M.; Johnson, Jason K.; Choi, Myung Jin; Willsky, Alan S. (IEEE Trans. Signal Process., 2008)

Decentralized detection with long-distance communication. - Kreidl, O. Patrick; Willsky, Alan S. (2008)

Networking sensors using belief propagation. - Sanghavi, Sujay; Malioutov, Dmitry; Willsky, Alan S. (2008)

MCMC curve sampling and geometric conditional simulation. - Fan, Ayres C.; Fisher, John W., III; Kane, Jonathan; Willsky, Alan S. (2008)

Learning max-weight discriminative forests. - Tan, Vincent Y. F.; Fisher, John W., III; Willsky, Alan S. (2008)

Maximum entropy relaxation for multiscale graphical model selection. - Choi, Myung Jin; Chandrasekaran, Venkat; Willsky, Alan S. (2008)

Compressed sensing with sequential observations. - Malioutov, Dmitry M.; Sanghavi, Sujay; Willsky, Alan S. (2008)

An HDP-HMM for systems with state persistence. - Fox, Emily B.; Sudderth, Erik B.; Jordan, Michael I.; Willsky, Alan S. (2008)

Segmentation of the evolving left ventricle by learning the dynamics. - Sun, Walter; Çetin, Müjdat; Chan, Raymond C.; Willsky, Alan S. (2008)

Nonparametric Bayesian Learning of Switching Linear Dynamical Systems. - Fox, Emily B.; Sudderth, Erik B.; Jordan, Michael I.; Willsky, Alan S. (2008)

Message-passing for Maximum Weight Independent Set - Sanghavi, Sujay; Shah, Devavrat; Willsky, Alan S. (CoRR, 2008)

Nonparametric shape priors for active contour-based image segmentation. - Kim, Junmo; Çetin, Müjdat; Willsky, Alan S. (Signal Process., 2007)

Detection and Localization of Material Releases With Sparse Sensor Configurations. - Fox, Emily B.; Fisher, John W., III; Willsky, Alan S. (IEEE Trans. Signal Process., 2007)

Fiber Tract Clustering on Manifolds With Dual Rooted-Graphs. - Tsai, Andy; Westin, Carl-Fredrik; Hero, Alfred O., III; Willsky, Alan S. (2007)

Integrated fusion, performance prediction, and sensor management for automatic target exploitation AFOSR MURI. - Blasch, Erik; Moses, Randolph L.; Castañón, David A.; Willsky, Alan S.; Hero, Alfred O., III (2007)

Hierarchical Dirichlet processes for tracking maneuvering targets. - Fox, Emily B.; Sudderth, Erik B.; Willsky, Alan S. (2007)

Performance Guarantees for Information Theoretic Sensor Resource Management. - Williams, Jason L.; Fisher, John W., III; Willsky, Alan S. (2007)

GMRF Variance Approximation using Splicedwavelet Bases. - Malioutov, Dmitry M.; Johnson, Jason K.; Willsky, Alan S. (2007)

MCMC Curve Sampling for Image Segmentation. - Fan, Ayres C.; Fisher, John W., III; Wells, William M., III; Levitt, James J.; Willsky, Alan S. (2007)

Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis. - Chandrasekaran, Venkat; Johnson, Jason K.; Willsky, Alan S. (2007)

Linear programming analysis of loopy belief propagation for weighted matching. - Sanghavi, Sujay; Malioutov, Dmitry M.; Willsky, Alan S. (2007)

Message Passing for Max-weight Independent Set. - Sanghavi, Sujay; Shah, Devavrat; Willsky, Alan S. (2007)

Loop Series and Bethe Variational Bounds in Attractive Graphical Models. - Sudderth, Erik B.; Wainwright, Martin J.; Willsky, Alan S. (2007)

Learning Markov Structure by Maximum Entropy Relaxation. - Johnson, Jason K.; Chandrasekaran, Venkat; Willsky, Alan S. (2007)

Performance Guarantees for Information Theoretic Active Inference. - Williams, Jason L.; Fisher, John W., III; Willsky, Alan S. (2007)

Lagrangian Relaxation for MAP Estimation in Graphical Models - Johnson, Jason K.; Malioutov, Dmitry M.; Willsky, Alan S. (CoRR, 2007)

Walk-Sums and Belief Propagation in Gaussian Graphical Models. - Malioutov, Dmitry M.; Johnson, Jason K.; Willsky, Alan S. (J. Mach. Learn. Res., 2006)

Data association based on optimization in graphical models with application to sensor networks. - Chen, Lei; Wainwright, Martin J.; Çetin, Müjdat; Willsky, Alan S. (Math. Comput. Model., 2006)

A State-Space Analysis for Reconstruction of Goal-Directed Movements Using Neural Signals. - Srinivasan, Lakshminarayan; Eden, Uri T.; Willsky, Alan S.; Brown, Emery N. (Neural Comput., 2006)

Distributed fusion in sensor networks. - Çetin, Müjdat; Chen, Lei; Fisher, John W., III; Ihler, Alexander T.; Moses, Randolph L.; Wainwright, Martin J.; Willsky, Alan S. (IEEE Signal Process. Mag., 2006)

Variational approaches on discontinuity localization and field estimation in sea surface temperature and soil moisture. - Sun, Walter; Çetin, Müjdat; Thacker, W. Carlisle; Chin, Toshio Mike; Willsky, Alan S. (IEEE Trans. Geosci. Remote. Sens., 2006)

Importance sampling actor-critic algorithms. - Williams, Jason L.; Fisher, John W., III; Willsky, Alan S. (2006)

An Efficient Message-Passing Algorithm for Optimizing Decentralized Detection Networks. - Kreidl, O. Patrick; Willsky, Alan S. (2006)

Depth from Familiar Objects: A Hierarchical Model for 3D Scenes. - Sudderth, Erik B.; Torralba, Antonio; Freeman, William T.; Willsky, Alan S. (2006)

Low-Rank Variance Estimation in Large-Scale Gmrf Models. - Malioutov, Dmitry M.; Johnson, Jason K.; Willsky, Alan S. (2006)

Detection and Localization of Material Releases with Sparse Sensor Configurations. - Fox, Emily B.; Williams, Jason L.; Fisher, John W., III; Willsky, Alan S. (2006)

A multiscale approach to pixel-level image fusion. - Hamza, A. Ben; He, Yun; Krim, Hamid; Willsky, Alan S. (Integr. Comput. Aided Eng., 2005)

Loopy Belief Propagation: Convergence and Effects of Message Errors. - Ihler, Alexander T.; Fisher, John W., III; Willsky, Alan S. (J. Mach. Learn. Res., 2005)

Nonparametric belief propagation for self-localization of sensor networks. - Ihler, Alexander T.; Fisher, John W., III; Moses, Randolph L.; Willsky, Alan S. (IEEE J. Sel. Areas Commun., 2005)

An EM algorithm for shape classification based on level sets. - Tsai, Andy; Wells, William M., III; Warfield, Simon K.; Willsky, Alan S. (Medical Image Anal., 2005)

A Nonparametric Statistical Method for Image Segmentation Using Information Theory and Curve Evolution. - Kim, Junmo; Fisher, John W., III; Yezzi, Anthony J.; Çetin, Müjdat; Willsky, Alan S. (IEEE Trans. Image Process., 2005)

A new class of upper bounds on the log partition function. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2005)

MAP estimation via agreement on trees: message-passing and linear programming. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2005)

Nonlinear evolution equations as fast and exact solvers of estimation problems. - Pollak, Ilya; Willsky, Alan S.; Huang, Yan (IEEE Trans. Signal Process., 2005)

A sparse signal reconstruction perspective for source localization with sensor arrays. - Malioutov, Dmitry M.; Çetin, Müjdat; Willsky, Alan S. (IEEE Trans. Signal Process., 2005)

Nonparametric shape priors for active contour-based image segmentation. - Kim, Junmo; Çetin, Müjdat; Willsky, Alan S. (2005)

Homotopy continuation for sparse signal representation. - Malioutov, Dmitry M.; Çetin, Müjdat; Willsky, Alan S. (2005)

Optimization approaches to dynamic routing of measurements and models in a sensor network object tracking problem. - Williams, Jason L.; Fisher, John W., III; Willsky, Alan S. (2005)

Estimating dependency and significance for high-dimensional data. - Siracusa, Michael; Tieu, Kinh; Ihler, Alexander T.; Fisher, John W., III; Willsky, Alan S. (2005)

Learning Hierarchical Models of Scenes, Objects, and Parts. - Sudderth, Erik B.; Torralba, Antonio; Freeman, William T.; Willsky, Alan S. (2005)

Segmenting and Tracking the Left Ventricle by Learning the Dynamics in Cardiac Images. - Sun, Walter; Çetin, Müjdat; Chan, Raymond C.; Reddy, Vivek Y.; Holmvang, Godtfred; Chandar, Venkat; Willsky, Alan S. (2005)

Walk-Sum Interpretation and Analysis of Gaussian Belief Propagation. - Johnson, Jason K.; Malioutov, Dmitry M.; Willsky, Alan S. (2005)

Inference with Minimal Communication: a Decision-Theoretic Variational Approach. - Kreidl, O. Patrick; Willsky, Alan S. (2005)

Describing Visual Scenes using Transformed Dirichlet Processes. - Sudderth, Erik B.; Torralba, Antonio; Freeman, William T.; Willsky, Alan S. (2005)

MAP estimation via agreement on (hyper)trees: Message-passing and linear programming - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (CoRR, 2005)

Mutual information in coupled multi-shape model for medical image segmentation. - Tsai, Andy; Wells, William M., III; Tempany, Clare M.; Grimson, Eric; Willsky, Alan S. (Medical Image Anal., 2004)

Tree consistency and bounds on the performance of the max-product algorithm and its generalizations. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (Stat. Comput., 2004)

Nonparametric hypothesis tests for statistical dependency. - Ihler, Alexander T.; Fisher, John W., III; Willsky, Alan S. (IEEE Trans. Signal Process., 2004)

Embedded trees: estimation of Gaussian Processes on graphs with cycles. - Sudderth, Erik B.; Wainwright, Martin J.; Willsky, Alan S. (IEEE Trans. Signal Process., 2004)

Visual Hand Tracking Using Nonparametric Belief Propagation. - Sudderth, Erik B.; Mandel, Michael I.; Freeman, William T.; Willsky, Alan S. (2004)

Optimal sparse representations in general overcomplete bases. - Malioutov, Dmitry M.; Çetin, Müjdat; Willsky, Alan S. (2004)

Nonparametric belief propagation for sensor self-calibration. - Ihler, Alexander T.; Fisher, John W., III; Moses, Randolph L.; Willsky, Alan S. (2004)

Nonparametric belief propagation for self-calibration in sensor networks. - Ihler, Alexander T.; Fisher, John W., III; Moses, Randolph L.; Willsky, Alan S. (2004)

Level Set Methods in an EM Framework for Shape Classification and Estimation. - Tsai, Andy; Wells, William M., III; Warfield, Simon K.; Willsky, Alan S. (2004)

Message Errors in Belief Propagation. - Ihler, Alexander T.; Fisher, John W., III; Willsky, Alan S. (2004)

Distributed Occlusion Reasoning for Tracking with Nonparametric Belief Propagation. - Sudderth, Erik B.; Mandel, Michael I.; Freeman, William T.; Willsky, Alan S. (2004)

Detection and Analysis of Anisotropic Scattering in SAR Data. - Kim, Andrew J.; Fisher, John W., III; Willsky, Alan S. (Multidimens. Syst. Signal Process., 2003)

A Krylov Subspace Method for Covariance Approximation and Simulation of Random Processes and Fields. - Schneider, Michael K.; Willsky, Alan S. (Multidimens. Syst. Signal Process., 2003)

A generalized Levinson algorithm for covariance extension with application to multiscale autoregressive modeling. - Frakt, Austin B.; Lev-Ari, Hanoch; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2003)

Tree-based reparameterization framework for analysis of sum-product and related algorithms. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 2003)

A Shape-Based Approach to the Segmentation of Medical Imagery Using Level Sets. - Tsai, Andy; Yezzi, Anthony J.; Wells, William M., III; Tempany, Clare M.; Tucker, Dewey; Fan, Ayres C.; Grimson, W. Eric L.; Willsky, Alan S. (IEEE Trans. Medical Imaging, 2003)

Tree-reweighted belief propagation algorithms and approximate ML estimation by pseudo-moment matching. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (2003)

Nonparametric Belief Propagation. - Sudderth, Erik B.; Ihler, Alexander T.; Freeman, William T.; Willsky, Alan S. (2003)

Incorporating complex statistical information in active contour-based image segmentation. - Kim, Junmo; Fisher, John W., III; Çetin, Müjdat; Yezzi, Anthony J.; Willsky, Alan S. (2003)

A Unified Variational Approach to Denoising and Bias Correction in MR. - Fan, Ayres C.; Wells, William M., III; Fisher, John W., III; Çetin, Müjdat; Haker, Steven; Mulkern, Robert V.; Tempany, Clare M.; Willsky, Alan S. (2003)

Coupled Multi-shape Model and Mutual Information for Medical Image Segmentation. - Tsai, Andy; Wells, William M., III; Tempany, Clare M.; Grimson, W. Eric L.; Willsky, Alan S. (2003)

Hypothesis Testing over Factorizations for Data Association. - Ihler, Alexander T.; Fisher, John W., III; Willsky, Alan S. (2003)

Efficient Multiscale Sampling from Products of Gaussian Mixtures. - Ihler, Alexander T.; Sudderth, Erik B.; Freeman, William T.; Willsky, Alan S. (2003)

Statistical and Information-Theoretic Methods for Self-Organization and Fusion of Multimodal, Networked Sensors. - Fisher, John W., III; Wainwright, Martin J.; Sudderth, Erik B.; Willsky, Alan S. (Int. J. High Perform. Comput. Appl., 2002)

A Fully Global Approach to Image Segmentation via Coupled Curve Evolution Equations. - Yezzi, Anthony J., Jr.; Tsai, Andy; Willsky, Alan S. (J. Vis. Commun. Image Represent., 2002)

Multiresolution Markov models for signal and image processing. - Willsky, Alan S. (Proc. IEEE, 2002)

A variational technique for source localization based on a sparse signal reconstruction perspective. - Çetin, Müjdat; Malioutov, Dmitry M.; Willsky, Alan S. (2002)

A curve evolution-based variational approach to simultaneous image restoration and segmentation. - Kim, Junmo; Tsai, Andy; Çetin, Müjdat; Willsky, Alan S. (2002)

Edge-preserving image reconstruction for coherent imaging applications. - Çetin, Müjdat; Karl, William Clement; Willsky, Alan S. (2002)

Nonparametric methods for image segmentation using information theory and curve evolution. - Kim, Junmo; Fisher, John W., III; Yezzi, Anthony J., Jr.; Çetin, Müjdat; Willsky, Alan S. (2002)

Exact MAP Estimates by (Hyper)tree Agreement. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (2002)

A New Class of upper Bounds on the Log Partition Function. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (2002)

Computationally efficient steady-state multiscale estimation for 1-D diffusion processes. - Ho, Terrence T.; Fieguth, Paul W.; Willsky, Alan S. (Autom., 2001)

Computationally Efficient Stochastic Realization for Internal Multiscale Autoregressive Models. - Frakt, Austin B.; Willsky, Alan S. (Multidimens. Syst. Signal Process., 2001)

Krylov Subspace Estimation. - Schneider, Michael K.; Willsky, Alan S. (SIAM J. Sci. Comput., 2001)

A canonical correlations approach to multiscale stochastic realization. - Irving, William W.; Willsky, Alan S. (IEEE Trans. Autom. Control., 2001)

Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magnification. - Tsai, Andy; Yezzi, Anthony J., Jr.; Willsky, Alan S. (IEEE Trans. Image Process., 2001)

Model-Based Curve Evolution Technique for Image Segmentation. - Tsai, Andy; Yezzi, Anthony J.; Wells, William M., III; Tempany, Clare M.; Tucker, Dewey; Fan, Ayres C.; Grimson, W. Eric L.; Willsky, Alan S. (2001)

Statistics of Real-World Illumination. - Dror, Ron O.; Leung, Thomas K.; Adelson, Edward H.; Willsky, Alan S. (2001)

Estimating surface reflectance properties from images under unknown illumination. - Dror, Ron O.; Adelson, Edward H.; Willsky, Alan S. (2001)

Nonparametric estimators for online signature authentication. - Ihler, Alexander T.; Fisher, John W., III; Willsky, Alan S. (2001)

Tree-based reparameterization for approximate inference on loopy graphs. - Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. (2001)

Image segmentation and edge enhancement with stabilized inverse diffusion equations. - Pollak, Ilya; Willsky, Alan S.; Krim, Hamid (IEEE Trans. Image Process., 2000)

Multiscale methods for the segmentation and reconstruction of signals and images. - Schneider, Michael K.; Fieguth, Paul W.; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 2000)

A Curve Evolution Approach to Smoothing and Segmentation Using the Mumford-Shah Functional. - Tsai, Andy; Yezzi, Anthony J.; Willsky, Alan S. (2000)

Random Cascades of Gaussian Scale Mixtures and Their Use in Modeling Natural Images With Application to Denoising. - Wainwright, Martin J.; Simoncelli, Eero P.; Willsky, Alan S. (2000)

Curve Evolution, Boundary-Value Stochastic Processes, the Mumford-Shah Problem, and Missing Data Applications. - Tsai, Andy; Yezzi, Anthony J.; Willsky, Alan S. (2000)

Incorporating Spatial Priors into an Information Theoretic Approach for fMRI Data Analysis. - Kim, Junmo; Fisher, John W., III; Tsai, Andy; Wible, Cindy; Willsky, Alan S.; Wells, William M., III (2000)

A Curve Evolution Approach to Medical Image Magnification via the Mumford-Shah Functional. - Tsai, Andy; Yezzi, Anthony J.; Willsky, Alan S. (2000)

Tree-Based Modeling and Estimation of Gaussian Processes on Graphs with Cycles. - Wainwright, Martin J.; Sudderth, Erik B.; Willsky, Alan S. (2000)

Silhouette recognition using high-resolution pursuit. - Jaggi, Seema; Karl, William Clement; Mallat, Stéphane; Willsky, Alan S. (Pattern Recognit., 1999)

Multiscale Autoregressive Models and Wavelets. - Daoudi, Khalid; Frakt, Austin B.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 1999)

The Modeling and Estimation of Statistically Self-Similar Processes in a Multiresolution Framework. - Daniel, Michael M.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 1999)

A Krylov subspace method for large estimation problems. - Schneider, Michael K.; Willsky, Alan S. (1999)

A nonlinear diffusion equation as a fast and optimal solver of edge detection problems. - Pollak, Ilya; Willsky, Alan S.; Krim, Hamid (1999)

A Statistical Approach to Snakes for Bimodal and Trimodal Imagery. - Yezzi, Anthony J.; Tsai, Andy; Willsky, Alan S. (1999)

Binary and Ternary Flows for Image Segmentation. - Yezzi, Anthony J.; Tsai, Andy; Willsky, Alan S. (1999)

Recursive Multiscale Estimation of Space-Time Random Fields. - Ho, Terrence T.; Fieguth, Paul W.; Willsky, Alan S. (1999)

Analysis of Functional MRI Data Using Mutual Information. - Tsai, Andy; Fisher, John W., III; Wible, Cindy; Wells, William M., III; Kim, Junmo; Willsky, Alan S. (1999)

Efficient Multiresolution Counterparts to Variational Methods for Surface Reconstruction. - Fieguth, Paul W.; Karl, William Clement; Willsky, Alan S. (Comput. Vis. Image Underst., 1998)

A multiscale hypothesis testing approach to anomaly detection and localization from noisy tomographic data. - Frakt, Austin B.; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 1998)

Efficient multiscale stochastic realization. - Frakt, Austin B.; Willsky, Alan S. (1998)

An Estimation-Theoretic Technique for Motion-Compensated Synthetic-Aperture Array Imaging. - Logan, Cedric L.; Krim, Hamid; Willsky, Alan S. (1998)

Stabilized Inverse Diffusion Equations and Segmentation of Vector-Valued Images. - Pollak, Ilya; Krim, Hamid; Willsky, Alan S. (1998)

Computationally Efficient Multiscale Estimation of Large-Scale Dynamic Systems. - Ho, Terrence T.; Fieguth, Paul W.; Willsky, Alan S. (1998)

Mobile agents in adaptive hierarchical Bayesian networks for global awareness. - Ross, Kenneth N.; Chaney, Ronald D.; Cybenko, George V.; Burroughs, Daniel J.; Willsky, Alan S. (1998)

A Statistical Method for Efficient Segmentation of MR Imagery. - Kaufhold, John P.; Schneider, Michael K.; Willsky, Alan S.; Karl, William Clement (Int. J. Pattern Recognit. Artif. Intell., 1997)

Multiscale, Statistical Anomaly Detection Analysis and Algorithms for Linearized Inverse Scattering Problems. - Miller, Eric L.; Willsky, Alan S. (Multidimens. Syst. Signal Process., 1997)

A multiresolution methodology for signal-level fusion and data assimilation with applications to remote sensing. - Daniel, Michael M.; Willsky, Alan S. (Proc. IEEE, 1997)

Multiscale segmentation and anomaly enhancement of SAR imagery. - Fosgate, Charles H.; Krim, Hamid; Irving, William W.; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 1997)

Tomographic reconstruction and estimation based on multiscale natural-pixel bases. - Bhatia, Mickey; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 1997)

An overlapping tree approach to multiscale stochastic modeling and estimation. - Irving, William W.; Fieguth, Paul W.; Willsky, Alan S. (IEEE Trans. Image Process., 1997)

Low complexity optimal joint detection for oversaturated multiple access communications. - Learned, Rachel E.; Willsky, Alan S.; Boroson, Don M. (IEEE Trans. Signal Process., 1997)

Segmentation and Compression of SAR Imagery via Hierarchical Stochastic Modelling. - Kim, Andrew J.; Krim, Hamid; Willsky, Alan S. (1997)

A Recursive Estimation Approach to the Segmentation of MR Imagery. - Kaufhold, John P.; Schneider, Michael K.; Karl, William Clement; Willsky, Alan S. (1997)

Scale Space Analysis by Stabilized Inverse Diffusion Equations. - Pollak, Ilya; Willsky, Alan S.; Krim, Hamid (1997)

Tomographic Reconstruction of Polygons from Knot Location and Chord Length Measurements. - Belcastro, Lori; Karl, William Clement; Willsky, Alan S. (CVGIP Graph. Model. Image Process., 1996)

Local tests for consistency of support hyperplane data. - Karl, William Clement; Kulkarni, Sanjeev R.; Verghese, George C.; Willsky, Alan S. (J. Math. Imaging Vis., 1996)

A multiscale, statistically based inversion scheme for linearized inverse scattering problems. - Miller, Eric Lawrence; Willsky, Alan S. (IEEE Trans. Geosci. Remote. Sens., 1996)

A moment-based variational approach to tomographic reconstruction. - Milanfar, Peyman; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 1996)

A wavelet-based method for multiscale tomographic reconstruction. - Bhatia, Mickey; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Medical Imaging, 1996)

Fractal estimation using models on multiscale trees. - Fieguth, Paul W.; Willsky, Alan S. (IEEE Trans. Signal Process., 1996)

Low complexity optimal multiple access joint detection for linearly dependent user sets. - Learned, Rachel E.; Willsky, Alan S. (1996)

Multiscale methods for the segmentation of images. - Schneider, Michael K.; Fieguth, Paul W.; Karl, William Clement; Willsky, Alan S. (1996)

Multiresolution stochastic models for the efficient solution of large-scale space-time estimation problems. - Ho, Terrence T.; Fieguth, Paul W.; Willsky, Alan S. (1996)

A general multiresolution approach to the estimation of dense fields in remote sensing. - Fieguth, Paul W.; Willsky, Alan S.; Menemenlis, Dimitris; Wunsch, Carl (1996)

Multiscale hypothesis testing with application to anomaly characterization from tomographic projections. - Frakt, Austin B.; Willsky, Alan S.; Karl, W. Clem (1996)

Multiscale segmentation and anomaly enhancement of SAR imagery. - Fosgate, Charles H.; Krim, Hamid; Willsky, Alan S.; Karl, William Clement (1996)

A distributed and iterative method for square root filtering in space-time estimation. - Chin, Toshio Mike; Karl, William Clement; Willsky, Alan S. (Autom., 1995)

Multiscale smoothing error models. - Luettgen, Mark R.; Willsky, Alan S. (IEEE Trans. Autom. Control., 1995)

Multiresolution optimal interpolation and statistical analysis of TOPEX/POSEIDON satellite altimetry. - Fieguth, Paul W.; Karl, William Clement; Willsky, Alan S.; Wunsch, Carl (IEEE Trans. Geosci. Remote. Sens., 1995)

Likelihood calculation for a class of multiscale stochastic models, with application to texture discrimination. - Luettgen, Mark R.; Willsky, Alan S. (IEEE Trans. Image Process., 1995)

Estimation of dynamically evolving ellipsoids with applications to medical imaging. - Jaggi, Seema; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Medical Imaging, 1995)

Reconstructing polygons from moments with connections to array processing. - Milanfar, Peyman; Verghese, George C.; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Signal Process., 1995)

Geometric interpretation of multiaccess joint detection and the alternating projection algorithm. - Learned, Rachel E.; Mallat, Stéphane; Claus, Bernhard; Willsky, Alan S. (1995)

Best basis algorithm for signal enhancement. - Krim, Hamid; Mallat, Stéphane; Donoho, David L.; Willsky, Alan S. (1995)

Multiresolution statistical analysis and assimilation of large ocean data sets. - Fieguth, Paul W.; Karl, William Clement; Willsky, Alan S. (1995)

Multiresolution model development for overlapping trees via canonical correlation analysis. - Fieguth, Paul W.; Irving, William W.; Willsky, Alan S. (1995)

Multiscale geometrical feature extraction and object recognition with wavelets and morphology. - Jaggi, Seema; Willsky, Alan S.; Karl, William Clement; Mallat, Stéphane (1995)

A multi-resolution approach for imaging hydraulic conductivity. - Daniel, Michael M.; Willsky, Alan S.; McLaughlin, Dennis; Rossi, David J. (1995)

Reconstructing Ellipsoids from Projections. - Karl, William Clement; Verghese, George C.; Willsky, Alan S. (CVGIP Graph. Model. Image Process., 1994)

Reconstructing Binary Polygonal Objects from Projections: A Statistical View. - Milanfar, Peyman; Karl, William Clement; Willsky, Alan S. (CVGIP Graph. Model. Image Process., 1994)

Multiscale recursive estimation, data fusion, and regularization. - Chou, Kenneth C.; Willsky, Alan S.; Benveniste, Albert (IEEE Trans. Autom. Control., 1994)

Multiscale systems, Kalman filters, and Riccati equations. - Chou, Kenneth C.; Willsky, Alan S.; Nikoukhah, Ramine (IEEE Trans. Autom. Control., 1994)

Efficient multiscale regularization with applications to the computation of optical flow. - Luettgen, Mark R.; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 1994)

Probabilistic and sequential computation of optical flow using temporal coherence. - Chin, Toshio Mike; Karl, William Clement; Willsky, Alan S. (IEEE Trans. Image Process., 1994)

Multiresolution Stochastic Imaging of Satellite Oceanographic Altimetric Data. - Fieguth, Paul W.; Willsky, Alan S.; Karl, William Clement (1994)

Wavelet-Based Multiscale Stochastic Models for Efficient Tomographic Discrimination of Fractal Fields. - Bhatia, Mickey; Karl, William Clement; Willsky, Alan S. (1994)

Modeling and Estimation for a Class of Multiresolution Random Fields. - Milanfar, Peyman; Tenney, Robert R.; Washburn, Robert B.; Willsky, Alan S. (1994)

Moment-Based Geometric Image Reconstruction. - Milanfar, Peyman; Karl, William Clement; Willsky, Alan S. (1994)

Multiresolution stochastic models, data fusion, and wavelet transforms. - Chou, Kenneth C.; Golden, Stuart A.; Willsky, Alan S. (Signal Process., 1993)

Hierarchical reconstruction using geometry and sinogram restoration. - Prince, Jerry L.; Willsky, Alan S. (IEEE Trans. Image Process., 1993)

Multiscale representations of Markov random fields. - Luettgen, Mark R.; Karl, William Clement; Willsky, Alan S.; Tenney, Robert R. (IEEE Trans. Signal Process., 1993)

Multiscale representations of Markov random fields. - Luettgen, Mark R.; Karl, W. Clem; Willsky, Alan S.; Tenney, Robert R. (1993)

Aggregation and multi-level control in discrete event dynamic systems. - Özveren, Cüneyt M.; Willsky, Alan S. (Autom., 1992)

Invertibility of Discrete-Event Dynamic Systems. - Özveren, Cüneyt M.; Willsky, Alan S. (Math. Control. Signals Syst., 1992)

Sequential filtering for multi-frame visual reconstruction. - Chin, Toshio Mike; Karl, William Clement; Willsky, Alan S. (Signal Process., 1992)

Introduction to the special issue on wavelet transforms and multiresolution signal analysis. - Daubechies, Ingrid; Mallat, Stéphane; Willsky, Alan S. (IEEE Trans. Inf. Theory, 1992)

Modeling and estimation of multiresolution stochastic processes. - Basseville, Michèle; Benveniste, Albert; Chou, Kenneth C.; Golden, Stuart A.; Nikoukhah, Ramine; Willsky, Alan S. (IEEE Trans. Inf. Theory, 1992)

Multiscale autoregressive processes. I. Schur-Levinson parametrizations. - Basseville, Michèle; Benveniste, Albert; Willsky, Alan S. (IEEE Trans. Signal Process., 1992)

Multiscale autoregressive processes. II. Lattice structures for whitening and modeling. - Basseville, Michèle; Benveniste, Albert; Willsky, Alan S. (IEEE Trans. Signal Process., 1992)

Opportunities and Challenges in Signal Processing and Analysis. - Willsky, Alan S. (1992)

Convex set reconstruction using prior shape information. - Prince, Jerry L.; Willsky, Alan S. (CVGIP Graph. Model. Image Process., 1991)

Stability and Stabilizability of Discrete Event Dynamic Systems. - Özveren, Cüneyt M.; Willsky, Alan S.; Antsaklis, Panos J. (J. ACM, 1991)

Internal models and recursive estimation for 2-D isotropic random fields. - Tewfik, Ahmed H.; Levy, Bernard C.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 1991)

Modeling and estimation of multiscale stochastic processes. - Chou, Kenneth C.; Golden, Stuart A.; Willsky, Alan S. (1991)

Reconstructing Convex Sets from Support Line Measurements. - Prince, Jerry L.; Willsky, Alan S. (IEEE Trans. Pattern Anal. Mach. Intell., 1990)

A hierarchical algorithm for limited-angle reconstruction. - Prince, Jerry L.; Willsky, Alan S. (1989)

The reduction of perturbed Markov generators: an algorithm exposing the role of transient states. - Rohlicek, Jan Robin; Willsky, Alan S. (J. ACM, 1988)

Maximum likelihood array processing for the estimation of superimposed signals. - Weiss, Antony J.; Willsky, Alan S.; Levy, Bernard C. (Proc. IEEE, 1988)

Sampling theorems for two-dimensional isotropic random fields. - Tewfik, Ahmed H.; Levy, Bernard C.; Willsky, Alan S. (IEEE Trans. Inf. Theory, 1988)

An efficient maximum entropy technique for 2-D isotropic random fields. - Tewfik, Ahmed H.; Levy, Bernard C.; Willsky, Alan S. (IEEE Trans. Acoust. Speech Signal Process., 1988)

Eigenstructure approach for array processing with unknown intensity coefficients. - Weiss, Anthony J.; Willsky, Alan S.; Levy, Bernard C. (IEEE Trans. Acoust. Speech Signal Process., 1988)

An efficient maximum entropy technique for 2-D isotropic random fields. - Tewfik, Ahmed H.; Levy, Bernard C.; Willsky, Alan S. (1988)

A projection space map method for limited angle reconstruction. - Prince, Jerry L.; Willsky, Alan S. (1988)

Optimally robust redundancy relations for failure detection in uncertain systems. - Lou, Xi-Cheng; Willsky, Alan S.; Verghese, George C. (Autom., 1986)

Smoothing error dynamics and their use in the solution of smoothing and mapping problems. - Bello, Martin G.; Willsky, Alan S.; Levy, Bernard C.; Castañón, David A. (IEEE Trans. Inf. Theory, 1986)

Maximum likelihood estimation of object size and orientation from projection data. - Rossi, David J.; Willsky, Alan S. (1984)

A scattering framework for decentralized estimation problems. - Levy, Bernard C.; Castañón, David A.; Verghese, George C.; Willsky, Alan S. (Autom., 1983)

Reconstruction from projections based on detection and estimation of objects. - Rossi, David J.; Willsky, Alan S. (1983)

On the Algebraic Structure of Certain Partially Observable Finite-State Markov Processes - Willsky, Alan S. (Inf. Control., 1978)

A survey of design methods for failure detection in dynamic systems. - Willsky, Alan S. (Autom., 1976)

Invertibility of Finite Group Homomorphic Sequential Systems - Willsky, Alan S. (Inf. Control., 1975)

Estimation and detection of signals in multiplicative noise (Corresp.). - Willsky, Alan S. (IEEE Trans. Inf. Theory, 1975)

Fourier series and estimation on the circle with applications to synchronous communication-I: Analysis. - Willsky, Alan S. (IEEE Trans. Inf. Theory, 1974)

Fourier series and estimation on the circle with applications to synchronous communication-II: Implementation. - Willsky, Alan S. (IEEE Trans. Inf. Theory, 1974)

Some structural properties of automata defined on groups. - Brockett, Roger W.; Willsky, Alan S. (1974)