Rank-Sparsity Incoherence for Matrix Decomposition von Chandrasekaran, Venkat, Sanghavi, Sujay, Parrilo, Pablo A., Willsky, Alan S.

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The Convex Geometry of Linear Inverse Problems von Chandrasekaran, Venkat, Recht, Benjamin, Parrilo, Pablo A., Willsky, Alan S.

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A Tree-Based Context Model for Object Recognition von Myung Jin Choi, Torralba, Antonio, Willsky, Alan S.

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Bayesian Nonparametric Inference of Switching Dynamic Linear Models von Fox, E, Sudderth, E B, Jordan, M I, Willsky, A S

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LATENT VARIABLE GRAPHICAL MODEL SELECTION VIA CONVEX OPTIMIZATION von Chandrasekaran, Venkat, Parrilo, Pablo A., Willsky, Alan S.

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A sparse signal reconstruction perspective for source localization with sensor arrays von Malioutov, D., Cetin, M., Willsky, A.S.

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Statistical characterization of real-world illumination von Dror, Ron O, Willsky, Alan S, Adelson, Edward H

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A STICKY HDP-HMM WITH APPLICATION TO SPEAKER DIARIZATION von Fox, Emily B., Sudderth, Erik B., Jordan, Michael I., Willsky, Alan S.

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MAP estimation via agreement on trees: message-passing and linear programming von Wainwright, M.J., Jaakkola, T.S., Willsky, A.S.

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Message Passing for Maximum Weight Independent Set von Sanghavi, S., Shah, D., Willsky, A.S.

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HIGH-DIMENSIONAL STRUCTURE ESTIMATION IN ISING MODELS: LOCAL SEPARATION CRITERION von Anandkumar, Animashree, Tan, Vincent Y. F., Huang, Furong, Willsky, Alan S.

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A nonparametric statistical method for image segmentation using information theory and curve evolution von Junmo Kim, Fisher, J.W., Yezzi, A., Cetin, M., Willsky, A.S.

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Multiresolution Markov models for signal and image processing von Willsky, A.S.

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Describing Visual Scenes Using Transformed Objects and Parts von Sudderth, Erik B., Torralba, Antonio, Freeman, William T., Willsky, Alan S.

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Sequential Compressed Sensing von Malioutov, D.M., Sanghavi, S.R., Willsky, A.S.

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Sampling From Gaussian Markov Random Fields Using Stationary and Non-Stationary Subgraph Perturbations von Liu, Ying, Kosut, Oliver, Willsky, Alan S.

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Sparse Representation in Structured Dictionaries With Application to Synthetic Aperture Radar von Varshney, K.R., Cetin, M., Fisher, J.W., Willsky, A.S.

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Approximate Dynamic Programming for Communication-Constrained Sensor Network Management von Williams, J.L., Fisher, J.W., Willsky, A.S.

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Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magnification von Tsai, A., Yezzi, A., Willsky, A.S.

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A new class of upper bounds on the log partition function von Wainwright, M.J., Jaakkola, T.S., Willsky, A.S.

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