| 2020 | FUSION | Analysis of MHT and GBT Approaches to Disparate-Sensor Fusion. | Craig Carthel, Jordan LeNoach, Stefano Coraluppi, Alan S. Willsky, Brandon Bale |
| 2019 | FUSION | Graph-Based Tracking with Uncertain ID Measurement Associations. | Stefano P. Coraluppi, Craig A. Carthel, Alan S. Willsky |
| 2016 | FUSION | New graph-based and MCMC approaches to multi-INT surveillance. | Stefano Coraluppi, Craig Carthel, William Kreamer, Alan S. Willsky |
| 2015 | FUSION | MCMC and MHT Approaches to Multi-INT surveillance. | Stefano Coraluppi, Craig Carthel, William Kreamer, Alan S. Willsky |
| 2014 | ICML | Stochastic Variational Inference for Bayesian Time Series Models. | Matthew James Johnson, Alan S. Willsky |
| 2013 | ISIT | Sampling from Gaussian graphical models using subgraph perturbations. | Ying Liu, Oliver Kosut, Alan S. Willsky |
| 2013 | ISIT | Recursive FMP for distributed inference in Gaussian graphical models. | Ying Liu, Alan S. Willsky |
| 2012 | CISS | Convex graph invariants. | Venkat Chandrasekaran, Pablo A. Parrilo, Alan S. Willsky |
| 2011 | INFOCOM | Energy-latency tradeoff for in-network function computation in random networks. | Paul Balister, Bla Bollobs, Animashree Anandkumar, Alan S. Willsky |
| 2010 | CVPR | Exploiting hierarchical context on a large database of object categories. | Myung Jin Choi, Joseph J. Lim, Antonio Torralba, Alan S. Willsky |
| 2010 | ISIT | Limit laws for random spatial graphical models. | Animashree Anandkumar, Joseph E. Yukich, Alan S. Willsky |
| 2010 | ISIT | Feedback message passing for inference in gaussian graphical models. | Ying Liu, Venkat Chandrasekaran, Animashree Anandkumar, Alan S. Willsky |
| 2010 | ISIT | Error exponents for composite hypothesis testing of Markov forest distributions. | Vincent Y. F. Tan, Animashree Anandkumar, Alan S. Willsky |
| 2010 | ISIT | Necessary and sufficient conditions for high-dimensional salient feature subset recovery. | Vincent Y. F. Tan, Matthew J. Johnson, Alan S. Willsky |
| 2010 | UAI | The Hierarchical Dirichlet Process Hidden Semi-Markov Model. | Matthew J. Johnson, Alan S. Willsky |
| 2009 | FUSION | An efficient message passing algorithm for multi-target tracking. | Zhexu Chen, Lei Chen, Mjdat etin, Alan S. Willsky |
| 2009 | FUSION | Lessons learned in the creation of a data set for hard/soft information fusion. | Marco A. Pravia, Olga Babko-Malaya, Michael K. Schneider, James V. White, Chee-Yee Chong, Alan S. Willsky |
| 2009 | FUSION | Learning dimensionality-reduced classifiers for information fusion. | Kush R. Varshney, Alan S. Willsky |
| 2009 | ICML | Exploiting sparse Markov | Myung Jin Choi, Venkat Chandrasekaran, Alan S. Willsky |
| 2009 | ISIT | Detection error exponent for spatially dependent samples in random networks. | Animashree Anandkumar, Alan S. Willsky, Lang Tong |
| 2009 | ISIT | A large-deviation analysis for the maximum likelihood learning of tree structures. | Vincent Y. F. Tan, Animashree Anandkumar, Lang Tong, Alan S. Willsky |
| 2008 | ACSSC | Decentralized detection with long-distance communication. | O. Patrick Kreidl, Alan S. Willsky |
| 2008 | ICASSP | Maximum entropy relaxation for multiscale graphical model selection. | Myung Jin Choi, Venkat Chandrasekaran, Alan S. Willsky |
| 2008 | ICASSP | Compressed sensing with sequential observations. | Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky |
| 2008 | ICASSP | Learning max-weight discriminative forests. | Vincent Y. F. Tan, John W. Fisher III, Alan S. Willsky |
| 2008 | ICML | An HDP-HMM for systems with state persistence. | Emily B. Fox, Erik B. Sudderth, Michael I. Jordan, Alan S. Willsky |
| 2007 | CVPR | Fiber Tract Clustering on Manifolds With Dual Rooted-Graphs. | Andy Tsai, Carl-Fredrik Westin, Alfred O. Hero III, Alan S. Willsky |
| 2007 | FUSION | Integrated fusion, performance prediction, and sensor management for automatic target exploitation AFOSR MURI. | Erik Blasch, Randolph L. Moses, David A. Castan, Alan S. Willsky, Alfred O. Hero III |
| 2007 | FUSION | Hierarchical Dirichlet processes for tracking maneuvering targets. | Emily B. Fox, Erik B. Sudderth, Alan S. Willsky |
| 2007 | ICASSP | GMRF Variance Approximation using Splicedwavelet Bases. | Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky |
| 2007 | ICASSP | Performance Guarantees for Information Theoretic Sensor Resource Management. | Jason L. Williams, John W. Fisher III, Alan S. Willsky |
| 2007 | MICCAI | MCMC Curve Sampling for Image Segmentation. | Ayres C. Fan, John W. Fisher III, William M. Wells III, James J. Levitt, Alan S. Willsky |
| 2006 | CVPR | Depth from Familiar Objects: A Hierarchical Model for 3D Scenes. | Erik B. Sudderth, Antonio Torralba, William T. Freeman, Alan S. Willsky |
| 2006 | ICASSP | Detection and Localization of Material Releases with Sparse Sensor Configurations. | Emily B. Fox, Jason L. Williams, John W. Fisher III, Alan S. Willsky |
| 2006 | ICASSP | Low-Rank Variance Estimation in Large-Scale Gmrf Models. | Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky |
| 2005 | ICASSP | Homotopy continuation for sparse signal representation. | Dmitry M. Malioutov, Mjdat etin, Alan S. Willsky |
| 2005 | ICASSP | Estimating dependency and significance for high-dimensional data. | Michael Siracusa, Kinh Tieu, Alexander T. Ihler, John W. Fisher III, Alan S. Willsky |
| 2005 | ICASSP | Optimization approaches to dynamic routing of measurements and models in a sensor network object tracking problem. | Jason L. Williams, John W. Fisher III, Alan S. Willsky |
| 2005 | ICCV | Learning Hierarchical Models of Scenes, Objects, and Parts. | Erik B. Sudderth, Antonio Torralba, William T. Freeman, Alan S. Willsky |
| 2004 | CVPR | Visual Hand Tracking Using Nonparametric Belief Propagation. | Erik B. Sudderth, Michael I. Mandel, William T. Freeman, Alan S. Willsky |
| 2004 | ICASSP | Nonparametric belief propagation for sensor self-calibration. | Alexander T. Ihler, John W. Fisher III, Randolph L. Moses, Alan S. Willsky |
| 2004 | ICASSP | Optimal sparse representations in general overcomplete bases. | Dmitry M. Malioutov, Mjdat etin, Alan S. Willsky |
| 2004 | MICCAI | Level Set Methods in an EM Framework for Shape Classification and Estimation. | Andy Tsai, William M. Wells III, Simon K. Warfield, Alan S. Willsky |
| 2003 | AISTATS | Tree-reweighted belief propagation algorithms and approximate ML estimation by pseudo-moment matching. | Martin J. Wainwright, Tommi S. Jaakkola, Alan S. Willsky |
| 2003 | CVPR | Nonparametric Belief Propagation. | Erik B. Sudderth, Alexander T. Ihler, William T. Freeman, Alan S. Willsky |
| 2003 | ICIP | Incorporating complex statistical information in active contour-based image segmentation. | Junmo Kim, John W. Fisher III, Mjdat etin, Anthony J. Yezzi, Alan S. Willsky |
| 2002 | ICASSP | A variational technique for source localization based on a sparse signal reconstruction perspective. | Mjdat etin, Dmitry M. Malioutov, Alan S. Willsky |
| 2002 | ICIP | Edge-preserving image reconstruction for coherent imaging applications. | Mjdat etin, William Clement Karl, Alan S. Willsky |
| 2002 | ICIP | Nonparametric methods for image segmentation using information theory and curve evolution. | Junmo Kim, John W. Fisher III, Anthony J. Yezzi Jr., Mjdat etin, Alan S. Willsky |
| 2002 | ICIP | A curve evolution-based variational approach to simultaneous image restoration and segmentation. | Junmo Kim, Andy Tsai, Mjdat etin, Alan S. Willsky |
| 2002 | UAI | A New Class of upper Bounds on the Log Partition Function. | Martin J. Wainwright, Tommi S. Jaakkola, Alan S. Willsky |
| 2001 | CVPR | Statistics of Real-World Illumination. | Ron O. Dror, Thomas K. Leung, Edward H. Adelson, Alan S. Willsky |
| 2001 | CVPR | Model-Based Curve Evolution Technique for Image Segmentation. | Andy Tsai, Anthony J. Yezzi, William M. Wells III, Clare M. Tempany, Dewey Tucker, Ayres C. Fan, W. Eric L. Grimson, Alan S. Willsky |
| 2001 | ICASSP | Nonparametric estimators for online signature authentication. | Alexander T. Ihler, John W. Fisher III, Alan S. Willsky |
| 2000 | CVPR | A Curve Evolution Approach to Smoothing and Segmentation Using the Mumford-Shah Functional. | Andy Tsai, Anthony J. Yezzi, Alan S. Willsky |
| 2000 | ICIP | Curve Evolution, Boundary-Value Stochastic Processes, the Mumford-Shah Problem, and Missing Data Applications. | Andy Tsai, Anthony J. Yezzi, Alan S. Willsky |
| 2000 | ICIP | Random Cascades of Gaussian Scale Mixtures and Their Use in Modeling Natural Images With Application to Denoising. | Martin J. Wainwright, Eero P. Simoncelli, Alan S. Willsky |
| 2000 | MICCAI | Incorporating Spatial Priors into an Information Theoretic Approach for | Junmo Kim, John W. Fisher III, Andy Tsai, Cindy Wible, Alan S. Willsky, William M. Wells III |
| 2000 | MICCAI | A Curve Evolution Approach to Medical Image Magnification via the Mumford-Shah Functional. | Andy Tsai, Anthony J. Yezzi, Alan S. Willsky |
| 1999 | ICASSP | A nonlinear diffusion equation as a fast and optimal solver of edge detection problems. | Ilya Pollak, Alan S. Willsky, Hamid Krim |
| 1999 | ICASSP | A Krylov subspace method for large estimation problems. | Michael K. Schneider, Alan S. Willsky |
| 1999 | ICCV | A Statistical Approach to Snakes for Bimodal and Trimodal Imagery. | Anthony J. Yezzi, Andy Tsai, Alan S. Willsky |
| 1999 | ICIP | Recursive Multiscale Estimation of Space-Time Random Fields. | Terrence T. Ho, Paul W. Fieguth, Alan S. Willsky |
| 1999 | ICIP | Binary and Ternary Flows for Image Segmentation. | Anthony J. Yezzi, Andy Tsai, Alan S. Willsky |
| 1999 | MICCAI | Analysis of Functional MRI Data Using Mutual Information. | Andy Tsai, John W. Fisher III, Cindy Wible, William M. Wells III, Junmo Kim, Alan S. Willsky |
| 1998 | ICASSP | Efficient multiscale stochastic realization. | Austin B. Frakt, Alan S. Willsky |
| 1998 | ICIP | Computationally Efficient Multiscale Estimation of Large-Scale Dynamic Systems. | Terrence T. Ho, Paul W. Fieguth, Alan S. Willsky |
| 1998 | ICIP | An Estimation-Theoretic Technique for Motion-Compensated Synthetic-Aperture Array Imaging. | Cedric L. Logan, Hamid Krim, Alan S. Willsky |
| 1998 | ICIP | Stabilized Inverse Diffusion Equations and Segmentation of Vector-Valued Images. | Ilya Pollak, Hamid Krim, Alan S. Willsky |
| 1998 | SMC | Mobile agents in adaptive hierarchical Bayesian networks for global awareness. | Kenneth N. Ross, Ronald D. Chaney, George V. Cybenko, Daniel J. Burroughs, Alan S. Willsky |
| 1997 | ICIP | A Recursive Estimation Approach to the Segmentation of MR Imagery. | John P. Kaufhold, Michael K. Schneider, William Clement Karl, Alan S. Willsky |
| 1997 | ICIP | Segmentation and Compression of SAR Imagery via Hierarchical Stochastic Modelling. | Andrew J. Kim, Hamid Krim, Alan S. Willsky |
| 1996 | ICASSP | Multiresolution stochastic models for the efficient solution of large-scale space-time estimation problems. | Terrence T. Ho, Paul W. Fieguth, Alan S. Willsky |
| 1996 | ICASSP | Low complexity optimal multiple access joint detection for linearly dependent user sets. | Rachel E. Learned, Alan S. Willsky |
| 1996 | ICASSP | Multiscale methods for the segmentation of images. | Michael K. Schneider, Paul W. Fieguth, William Clement Karl, Alan S. Willsky |
| 1996 | ICIP | A general multiresolution approach to the estimation of dense fields in remote sensing. | Paul W. Fieguth, Alan S. Willsky, Dimitris Menemenlis, Carl Wunsch |
| 1996 | ICIP | Multiscale segmentation and anomaly enhancement of SAR imagery. | Charles H. Fosgate, Hamid Krim, Alan S. Willsky, William Clement Karl |
| 1996 | ICIP | Multiscale hypothesis testing with application to anomaly characterization from tomographic projections. | Austin B. Frakt, Alan S. Willsky, W. Clem Karl |
| 1995 | ICASSP | Multiresolution statistical analysis and assimilation of large ocean data sets. | Paul W. Fieguth, William Clement Karl, Alan S. Willsky |
| 1995 | ICASSP | Geometric interpretation of multiaccess joint detection and the alternating projection algorithm. | Rachel E. Learned, Stphane Mallat, Bernhard Claus, Alan S. Willsky |
| 1995 | ICASSP | Best basis algorithm for signal enhancement. | Hamid Krim, Stphane Mallat, David L. Donoho, Alan S. Willsky |
| 1995 | ICIP | A multi-resolution approach for imaging hydraulic conductivity. | Michael M. Daniel, Alan S. Willsky, Dennis McLaughlin, David J. Rossi |
| 1995 | ICIP | Multiresolution model development for overlapping trees via canonical correlation analysis. | Paul W. Fieguth, William W. Irving, Alan S. Willsky |
| 1995 | ICIP | Multiscale geometrical feature extraction and object recognition with wavelets and morphology. | Seema Jaggi, Alan S. Willsky, William Clement Karl, Stphane Mallat |
| 1994 | ICIP | Wavelet-Based Multiscale Stochastic Models for Efficient Tomographic Discrimination of Fractal Fields. | Mickey Bhatia, William Clement Karl, Alan S. Willsky |
| 1994 | ICIP | Multiresolution Stochastic Imaging of Satellite Oceanographic Altimetric Data. | Paul W. Fieguth, Alan S. Willsky, William Clement Karl |
| 1994 | ICIP | Moment-Based Geometric Image Reconstruction. | Peyman Milanfar, William Clement Karl, Alan S. Willsky |
| 1994 | ICIP | Modeling and Estimation for a Class of Multiresolution Random Fields. | Peyman Milanfar, Robert R. Tenney, Robert B. Washburn, Alan S. Willsky |
| 1993 | ICASSP | Multiscale representations of Markov random fields. | Mark R. Luettgen, W. Clem Karl, Alan S. Willsky, Robert R. Tenney |
| 1991 | ICASSP | Modeling and estimation of multiscale stochastic processes. | Kenneth C. Chou, Stuart A. Golden, Alan S. Willsky |
| 1989 | ICASSP | A hierarchical algorithm for limited-angle reconstruction. | Jerry L. Prince, Alan S. Willsky |
| 1988 | ICASSP | A projection space map method for limited angle reconstruction. | Jerry L. Prince, Alan S. Willsky |
| 1988 | ICASSP | An efficient maximum entropy technique for 2-D isotropic random fields. | Ahmed H. Tewfik, Bernard C. Levy, Alan S. Willsky |
| 1984 | ICASSP | Maximum likelihood estimation of object size and orientation from projection data. | David J. Rossi, Alan S. Willsky |
| 1983 | ICASSP | Reconstruction from projections based on detection and estimation of objects. | David J. Rossi, Alan S. Willsky |