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Handbook of robust low-rank and sparse matrix decomposition : applications in image and video processing

Author: Thierry Bouwmans; Necdet Serhat Aybat; El-hadi Zahzah
Publisher: Boca Raton, FL CRC Press, [2016]
Edition/Format:   eBook : Document : EnglishView all editions and formats

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Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Thierry Bouwmans; Necdet Serhat Aybat; El-hadi Zahzah
ISBN: 9781498724630 1498724639
OCLC Number: 959594889
Description: 1 online resource.
Contents: Robust Principal Component Analysis Robust Principal Component Analysis via Decomposition into Low-Rank and Sparse Matrices: An Overview Thierry Bouwmans and El-Hadi Zahzah Algorithms for Stable PCA Necdet Serhat Aybat Dual Smoothing and Value Function Techniques for Variational Matrix Decomposition Aleksandr Aravkin and Stephen Becker Robust Principal Component Analysis Based on Low-Rank and Block-Sparse Matrix Decomposition Qiuwei Li, Gongguo Tang, and Arye Nehorai Robust PCA by Controlling Sparsity in Model Residuals Gonzalo Mateos and Georgios B. Giannakis Robust Matrix Factorization Unifying Nuclear Norm and Bilinear Factorization Methods Ricardo Cabral, Fernando De la Torre, Joao Paulo Costeira, and Alexandre Bernardino Robust Nonnegative Matrix Factorization under Separability Assumption Abhishek Kumar and Vikas Sindhwani Robust Matrix Completion through Nonconvex Approaches and Efficient Algorithms Yuning Yang, Yunlong Feng, and J.A.K. Suykens Factorized Robust Matrix Completion Hassan Mansour, Dong Tian, and Anthony Vetro Robust Subspace Learning and Tracking Online (Recursive) Robust Principal Components Analysis Namrata Vaswani, Chenlu Qiu, Brian Lois, and Jinchun Zhan Incremental Methods for Robust Local Subspace Estimation Paul Rodriguez and Brendt Wohlberg Robust Orthonormal Subspace Learning (ROSL) for Efficient Low-Rank Recovery Xianbiao Shu, Fatih Porikli, and Narendra Ahuja A Unified View of Nonconvex Heuristic Approach for Low-Rank and Sparse Structure Learning Yue Deng, Feng Bao, and Qionghai Dai Applications in Image and Video Processing A Variational Approach for Sparse Component Estimation and Low-Rank Matrix Recovery Zhaofu Chen, Rafael Molina, and Aggelos K. Katsaggelos Recovering Low-Rank and Sparse Matrices with Missing and Grossly Corrupted Observations Fanhua Shang, Yuanyuan Liu, James Cheng, and Hong Cheng Applications of Low-Rank and Sparse Matrix Decompositions in Hyperspectral Video Processing Jen-Mei Chang and Torin Gerhart Low Rank plus Sparse Spatiotemporal MRI: Acceleration, Background Suppression, and Motion Learning Ricardo Otazo, Emmanuel Candes, and Daniel K. Sodickson Applications in Background/Foreground Separation for Video Surveillance LRSLibrary: Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos Andrews Sobral, Thierry Bouwmans, and El-hadi Zahzah Dynamic Mode Decomposition for Robust PCA with Applications to Foreground/Background Subtraction in Video Streams and Multi-Resolution Analysis Jake Nathan Kutz, Xing Fu, Steven L. Brunton, and Jacob Grosek Stochastic RPCA for Background/Foreground Separation Sajid Javed, Seon Ho Oh, Thierry Bouwmans, and Soon Ki Jung Bayesian Sparse Estimation for Background/Foreground Separation Shinichi Nakajima, Masashi Sugiyama, and S. Derin Babacan Index
Responsibility: edited by Thierry Bouwmans, Necdet Serhat Aybat, El-hadi Zahzah.
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