@article{bb126400, AUTHOR = "Gurumoorthy, K.S. and Rajwade, A. and Banerjee, A. and Rangarajan, A.", TITLE = "A Method for Compact Image Representation Using Sparse Matrix and Tensor Projections Onto Exemplar Orthonormal Bases", JOURNAL = IP, VOLUME = "19", YEAR = "2010", NUMBER = "2", MONTH = "February", PAGES = "322-334", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122570"} @inproceedings{bb126401, AUTHOR = "Gurumoorthy, K.S. and Rajwade, A. and Banerjee, A. and Rangarajan, A.", TITLE = "Beyond SVD: Sparse projections onto exemplar orthonormal bases for compact image representation", BOOKTITLE = ICPR08, YEAR = "2008", PAGES = "1-4", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122571"} @article{bb126402, AUTHOR = "Jenssen, R.", TITLE = "Kernel Entropy Component Analysis", JOURNAL = PAMI, VOLUME = "32", YEAR = "2010", NUMBER = "5", MONTH = "May", PAGES = "847-860", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122572"} @inproceedings{bb126403, AUTHOR = "Jenssen, R. and Storas, O.", TITLE = "Kernel Entropy Component Analysis Pre-images for Pattern Denoising", BOOKTITLE = SCIA09, YEAR = "2009", PAGES = "626-635", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122573"} @article{bb126404, AUTHOR = "Zafeiriou, S.P. and Petrou, M.", TITLE = "Nonlinear Non-Negative Component Analysis Algorithms", JOURNAL = IP, VOLUME = "19", YEAR = "2010", NUMBER = "4", MONTH = "April", PAGES = "1050-1066", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122574"} @inproceedings{bb126405, AUTHOR = "Zafeiriou, S.P. and Petrou, M.", TITLE = "Nonlinear Nonnegative Component Analysis", BOOKTITLE = CVPR09, YEAR = "2009", PAGES = "2860-2865", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122575"} @article{bb126406, AUTHOR = "Si, S. and Tao, D. and Chan, K.P.", TITLE = "Evolutionary Cross-Domain Discriminative Hessian Eigenmaps", JOURNAL = IP, VOLUME = "19", YEAR = "2010", NUMBER = "4", MONTH = "April", PAGES = "1075-1086", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122576"} @article{bb126407, AUTHOR = "Bergqvist, G. and Larsson, E.G.", TITLE = "The Higher-Order Singular Value Decomposition: Theory and an Application", JOURNAL = SPMag, VOLUME = "27", YEAR = "2010", NUMBER = "3", PAGES = "151-154", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122577"} @article{bb126408, AUTHOR = "Li, X.L. and Pang, Y.W. and Yuan, Y.", TITLE = "L1-Norm-Based 2DPCA", JOURNAL = SMC-B, VOLUME = "40", YEAR = "2010", NUMBER = "4", MONTH = "August", PAGES = "1170-1175", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122578"} @book{bb126409, AUTHOR = "Mirkin, B.", TITLE = "Core Concepts in Data Analysis: Summarization, Correlation and Visualization", PUBLISHER = "Springer", YEAR = "2011", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122579"} @article{bb126410, AUTHOR = "Liang, Z.Z. and Xia, S.X. and Zhou, Y. and Li, Y.F.", TITLE = "Blockwise projection matrix versus blockwise data on undersampled problems: Analysis, comparison and applications", JOURNAL = PR, VOLUME = "44", YEAR = "2011", NUMBER = "10-11", MONTH = "October", PAGES = "2774-2785", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122580"} @article{bb126411, AUTHOR = "Ponce, C. and Singer, A.", TITLE = "Computing Steerable Principal Components of a Large Set of Images and Their Rotations", JOURNAL = IP, VOLUME = "20", YEAR = "2011", NUMBER = "11", MONTH = "November", PAGES = "3051-3062", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122581"} @article{bb126412, AUTHOR = "Zhang, W.T. and Lou, S.T.", TITLE = "A Low Complexity Iterative Algorithm for Joint Zero Diagonalization", JOURNAL = SPLetters, VOLUME = "19", YEAR = "2012", NUMBER = "2", MONTH = "February", PAGES = "115-118", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122582"} @article{bb126413, AUTHOR = "Lee, K.Y. and Park, H.", TITLE = "Probabilistic learning of similarity measures for tensor PCA", JOURNAL = PRL, VOLUME = "33", YEAR = "2012", NUMBER = "10", MONTH = "July", PAGES = "1364-1372", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122583"} @article{bb126414, AUTHOR = "Rusu, C. and Dumitrescu, B.", TITLE = "Stagewise K-SVD to Design Efficient Dictionaries for Sparse Representations", JOURNAL = SPLetters, VOLUME = "19", YEAR = "2012", NUMBER = "10", MONTH = "October", PAGES = "631-634", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122584"} @article{bb126415, AUTHOR = "Li, J. and Tao, D.C.", TITLE = "On Preserving Original Variables in Bayesian PCA With Application to Image Analysis", JOURNAL = IP, VOLUME = "21", YEAR = "2012", NUMBER = "12", MONTH = "December", PAGES = "4830-4843", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122585"} @article{bb126416, AUTHOR = "Smith, L.N. and Elad, M.", TITLE = "Improving Dictionary Learning: Multiple Dictionary Updates and Coefficient Reuse", JOURNAL = SPLetters, VOLUME = "20", YEAR = "2013", NUMBER = "1", MONTH = "January", PAGES = "79-82", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122586"} @article{bb126417, AUTHOR = "Liu, W. and Lin, W.", TITLE = "Additive White Gaussian Noise Level Estimation in SVD Domain for Images", JOURNAL = IP, VOLUME = "22", YEAR = "2013", NUMBER = "3", MONTH = "March", PAGES = "872-883", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122587"} @article{bb126418, AUTHOR = "Hirokawa, M. and Kuroki, Y.", TITLE = "A Fast Implementation of PCA-L1 Using Gram-Schmidt Orthogonalization", JOURNAL = IEICE, VOLUME = "E96-D", YEAR = "2013", NUMBER = "3", MONTH = "March", PAGES = "559-561", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122588"} @article{bb126419, AUTHOR = "Ghassabeh, Y.A. and Abrishami Moghaddam, H.", TITLE = "Adaptive linear discriminant analysis for online feature extraction", JOURNAL = MVA, VOLUME = "24", YEAR = "2013", NUMBER = "4", MONTH = "May", PAGES = "777-794", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122589"} @article{bb126420, AUTHOR = "Van Nguyen, H. and Patel, V.M. and Nasrabadi, N.M. and Chellappa, R.", TITLE = "Design of Non-Linear Kernel Dictionaries for Object Recognition", JOURNAL = IP, VOLUME = "22", YEAR = "2013", NUMBER = "12", PAGES = "5123-5135", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122590"} @article{bb126421, AUTHOR = "Shekhar, S. and Patel, V.M. and Van Nguyen, H. and Chellappa, R.", TITLE = "Coupled Projections for Adaptation of Dictionaries", JOURNAL = IP, VOLUME = "24", YEAR = "2015", NUMBER = "10", MONTH = "October", PAGES = "2941-2954", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122591"} @article{bb126422, AUTHOR = "Bigot, J. and Gouet, R. and Lopez, A.", TITLE = "Geometric PCA of Images", JOURNAL = SIIMS, VOLUME = "6", YEAR = "2013", NUMBER = "4", PAGES = "1851-1879", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122592"} @article{bb126423, AUTHOR = "Vidal, R. and Favaro, P.", TITLE = "Low rank subspace clustering (LRSC)", JOURNAL = PRL, VOLUME = "43", YEAR = "2014", NUMBER = "1", PAGES = "47-61", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122593"} @inproceedings{bb126424, AUTHOR = "Favaro, P. and Vidal, R. and Ravichandran, A.", TITLE = "A closed form solution to robust subspace estimation and clustering", BOOKTITLE = CVPR11, YEAR = "2011", PAGES = "1801-1807", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122594"} @inproceedings{bb126425, AUTHOR = "Patel, V.M. and Nguyen, H.V. and Vidal, R.", TITLE = "Latent Space Sparse Subspace Clustering", BOOKTITLE = ICCV13, YEAR = "2013", PAGES = "225-232", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122595"} @article{bb126426, AUTHOR = "Tsakiris, M.C. and Vidal, R.", TITLE = "Filtrated Algebraic Subspace Clustering", JOURNAL = SIIMS, VOLUME = "10", YEAR = "2017", NUMBER = "1", PAGES = "372-415", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122596"} @inproceedings{bb126427, AUTHOR = "Tsakiris, M.C. and Vidal, R.", TITLE = "Dual Principal Component Pursuit", BOOKTITLE = RSL-CV15, YEAR = "2015", PAGES = "850-858", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122597"} @inproceedings{bb126428, AUTHOR = "Tsakiris, M.C. and Vidal, R.", TITLE = "Filtrated Spectral Algebraic Subspace Clustering", BOOKTITLE = RSL-CV15, YEAR = "2015", PAGES = "868-876", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122598"} @article{bb126429, AUTHOR = "Tsakiris, M.C. and Vidal, R.", TITLE = "Algebraic Clustering of Affine Subspaces", JOURNAL = PAMI, VOLUME = "40", YEAR = "2018", NUMBER = "2", MONTH = "February", PAGES = "482-489", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122599"} @inproceedings{bb126430, AUTHOR = "Nguyen, H.V. and Patel, V.M.", TITLE = "Max residual classifier", BOOKTITLE = WACV14, YEAR = "2014", PAGES = "580-587", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122600"} @article{bb126431, AUTHOR = "Damon, J.N. and Marron, J.S.", TITLE = "Backwards Principal Component Analysis and Principal Nested Relations", JOURNAL = JMIV, VOLUME = "50", YEAR = "2014", NUMBER = "1-2", MONTH = "September", PAGES = "107-114", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122601"} @article{bb126432, AUTHOR = "Lee, M. and Choi, C.H.", TITLE = "Incremental N-Mode SVD for Large-Scale Multilinear Generative Models", JOURNAL = IP, VOLUME = "23", YEAR = "2014", NUMBER = "10", MONTH = "October", PAGES = "4255-4269", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122602"} @article{bb126433, AUTHOR = "Zhao, J.H.", TITLE = "Efficient Model Selection for Mixtures of Probabilistic PCA Via Hierarchical BIC", JOURNAL = Cyber, VOLUME = "44", YEAR = "2014", NUMBER = "10", MONTH = "October", PAGES = "1871-1883", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122603"} @article{bb126434, AUTHOR = "Lin, M. and Wang, F. and Zhang, C.S.", TITLE = "Large-scale eigenvector approximation via Hilbert Space Embedding Nyström", JOURNAL = PR, VOLUME = "48", YEAR = "2015", NUMBER = "5", PAGES = "1904-1912", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122604"} @article{bb126435, AUTHOR = "Ghassabeh, Y.A. and Rudzicz, F. and Abrishami Moghaddam, H.", TITLE = "Fast incremental LDA feature extraction", JOURNAL = PR, VOLUME = "48", YEAR = "2015", NUMBER = "6", PAGES = "1999-2012", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122605"} @article{bb126436, AUTHOR = "Lin, G.Y. and Tang, N.Z. and Wang, H.X.", TITLE = "Locally principal component analysis based on L1-norm maximisation", JOURNAL = IET-IPR, VOLUME = "9", YEAR = "2015", NUMBER = "2", PAGES = "91-96", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122606"} @article{bb126437, AUTHOR = "Hintermuller, M. and Wu, T.", TITLE = "Robust Principal Component Pursuit via Inexact Alternating Minimization on Matrix Manifolds", JOURNAL = JMIV, VOLUME = "51", YEAR = "2015", NUMBER = "3", MONTH = "March", PAGES = "361-377", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122607"} @article{bb126438, AUTHOR = "Wang, R. and Nie, F. and Yang, X. and Gao, F. and Yao, M.", TITLE = "Robust 2DPCA With Non-greedy L_1-Norm Maximization for Image Analysis", JOURNAL = Cyber, VOLUME = "45", YEAR = "2015", NUMBER = "5", MONTH = "May", PAGES = "1108-1112", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122608"} @article{bb126439, AUTHOR = "Ju, F. and Sun, Y.F. and Gao, J.B. and Hu, Y.L. and Yin, B.C.", TITLE = "Image Outlier Detection and Feature Extraction via L1-Norm-Based 2D Probabilistic PCA", JOURNAL = IP, VOLUME = "24", YEAR = "2015", NUMBER = "12", MONTH = "December", PAGES = "4834-4846", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122609"} @article{bb126440, AUTHOR = "Yadav, S.K. and Sinha, R. and Bora, P.K.", TITLE = "An Efficient SVD Shrinkage for Rank Estimation", JOURNAL = SPLetters, VOLUME = "22", YEAR = "2015", NUMBER = "12", MONTH = "December", PAGES = "2406-2410", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122610"} @article{bb126441, AUTHOR = "Wang, J.", TITLE = "Generalized 2-D Principal Component Analysis by Lp-Norm for Image Analysis", JOURNAL = Cyber, VOLUME = "46", YEAR = "2016", NUMBER = "3", MONTH = "March", PAGES = "792-803", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122611"} @article{bb126442, AUTHOR = "Oh, T.H. and Tai, Y.W. and Bazin, J.C. and Kim, H.W. and Kweon, I.S.", TITLE = "Partial Sum Minimization of Singular Values in Robust PCA: Algorithm and Applications", JOURNAL = PAMI, VOLUME = "38", YEAR = "2016", NUMBER = "4", MONTH = "April", PAGES = "744-758", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122612"} @inproceedings{bb126443, AUTHOR = "Oh, T.H. and Kim, H.W. and Tai, Y.W. and Bazin, J.C. and Kweon, I.S.", TITLE = "Partial Sum Minimization of Singular Values in RPCA for Low-Level Vision", BOOKTITLE = ICCV13, YEAR = "2013", PAGES = "145-152", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122613"} @article{bb126444, AUTHOR = "Oh, T.H. and Matsushita, Y. and Tai, Y.W. and Kweon, I.S.", TITLE = "Fast Randomized Singular Value Thresholding for Low-Rank Optimization", JOURNAL = PAMI, VOLUME = "40", YEAR = "2018", NUMBER = "2", MONTH = "February", PAGES = "376-391", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122614"} @inproceedings{bb126445, AUTHOR = "Oh, T.H. and Matsushita, Y. and Tai, Y.W. and Kweon, I.S.", TITLE = "Fast randomized Singular Value Thresholding for Nuclear Norm Minimization", BOOKTITLE = CVPR15, YEAR = "2015", PAGES = "4484-4493", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122615"} @article{bb126446, AUTHOR = "He, X.F. and Zhang, C.Y. and Zhang, L.J. and Li, X.L.", TITLE = "A-Optimal Projection for Image Representation", JOURNAL = PAMI, VOLUME = "38", YEAR = "2016", NUMBER = "5", MONTH = "May", PAGES = "1009-1015", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122616"} @article{bb126447, AUTHOR = "Wang, J.H. and Zhang, P.Z. and Luo, L.M.", TITLE = "Nonnegative Component Representation with Hierarchical Dictionary Learning Strategy for Action Recognition", JOURNAL = IEICE, VOLUME = "E99-D", YEAR = "2016", NUMBER = "4", MONTH = "April", PAGES = "1259-1263", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122617"} @article{bb126448, AUTHOR = "Keeling, S.L. and Kunisch, K.", TITLE = "Robust L1 Approaches to Computing the Geometric Median and Principal and Independent Components", JOURNAL = JMIV, VOLUME = "56", YEAR = "2016", NUMBER = "1", MONTH = "September", PAGES = "99-124", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122618"} @article{bb126449, AUTHOR = "da Silva, A.P. and Comon, P. and de Almeida, A.L.F.", TITLE = "A Finite Algorithm to Compute Rank-1 Tensor Approximations", JOURNAL = SPLetters, VOLUME = "23", YEAR = "2016", NUMBER = "7", MONTH = "July", PAGES = "959-963", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122619"} @article{bb126450, AUTHOR = "Tichavsky, P. and Phan, A.H. and Cichocki, A.", TITLE = "Partitioned Alternating Least Squares Technique for Canonical Polyadic Tensor Decomposition", JOURNAL = SPLetters, VOLUME = "23", YEAR = "2016", NUMBER = "7", MONTH = "July", PAGES = "993-997", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122620"} @article{bb126451, AUTHOR = "Xing, H.J. and Wang, X.Z.", TITLE = "Selective ensemble of SVDDs with Renyi entropy based diversity measure", JOURNAL = PR, VOLUME = "61", YEAR = "2017", NUMBER = "1", PAGES = "185-196", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122621"} @article{bb126452, AUTHOR = "Kviatkovsky, I. and Gabel, M. and Rivlin, E. and Shimshoni, I.", TITLE = "On the Equivalence of the LC-KSVD and the D-KSVD Algorithms", JOURNAL = PAMI, VOLUME = "39", YEAR = "2017", NUMBER = "2", MONTH = "February", PAGES = "411-416", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122622"} @article{bb126453, AUTHOR = "Liu, Y. and Gao, Q. and Miao, S. and Gao, X. and Nie, F. and Li, Y.", TITLE = "A Non-Greedy Algorithm for L1-Norm LDA", JOURNAL = IP, VOLUME = "26", YEAR = "2017", NUMBER = "2", MONTH = "February", PAGES = "684-695", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122623"} @article{bb126454, AUTHOR = "Dumitrescu, B. and Irofti, P.", TITLE = "Regularized K-SVD", JOURNAL = SPLetters, VOLUME = "24", YEAR = "2017", NUMBER = "3", MONTH = "March", PAGES = "309-313", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122624"} @article{bb126455, AUTHOR = "Wang, Q.Q. and Gao, Q.X. and Gao, X.B. and Nie, F.P.", TITLE = "Optimal mean two-dimensional principal component analysis with F-norm minimization", JOURNAL = PR, VOLUME = "68", YEAR = "2017", NUMBER = "1", PAGES = "286-294", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122625"} @article{bb126456, AUTHOR = "Ye, Q. and Zhao, H. and Fu, L. and Gao, S.", TITLE = "Underlying Connections Between Algorithms for Nongreedy LDA-L1", JOURNAL = IP, VOLUME = "27", YEAR = "2018", NUMBER = "5", MONTH = "May", PAGES = "2557-2559", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122626"} @article{bb126457, AUTHOR = "Gao, Q. and Ma, L. and Liu, Y. and Gao, X. and Nie, F.", TITLE = "Angle 2DPCA: A New Formulation for 2DPCA", JOURNAL = Cyber, VOLUME = "48", YEAR = "2018", NUMBER = "5", MONTH = "May", PAGES = "1672-1678", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122627"} @article{bb126458, AUTHOR = "Silva, D.G. and Attux, R.", TITLE = "Simulated Annealing for Independent Component Analysis Over Galois Fields", JOURNAL = SPLetters, VOLUME = "25", YEAR = "2018", NUMBER = "4", MONTH = "April", PAGES = "516-520", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122628"} @article{bb126459, AUTHOR = "Miao, J. and Cheng, G. and Cai, Y. and Xia, J.", TITLE = "Approximate Joint Singular Value Decomposition Algorithm Based on Givens-Like Rotation", JOURNAL = SPLetters, VOLUME = "25", YEAR = "2018", NUMBER = "5", MONTH = "May", PAGES = "620-624", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122629"} @article{bb126460, AUTHOR = "Shang, F.H. and Cheng, J. and Liu, Y.Y. and Luo, Z.Q. and Lin, Z.C.", TITLE = "Bilinear Factor Matrix Norm Minimization for Robust PCA: Algorithms and Applications", JOURNAL = PAMI, VOLUME = "40", YEAR = "2018", NUMBER = "9", MONTH = "September", PAGES = "2066-2080", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122630"} @article{bb126461, AUTHOR = "Smallman, L. and Artemiou, A. and Morgan, J.", TITLE = "Sparse Generalised Principal Component Analysis", JOURNAL = PR, VOLUME = "83", YEAR = "2018", PAGES = "443-455", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122631"} @article{bb126462, AUTHOR = "Vaswani, N. and Chi, Y. and Bouwmans, T.", TITLE = "Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1274-1276", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122632"} @article{bb126463, AUTHOR = "Johnstone, I.M. and Paul, D.", TITLE = "PCA in High Dimensions: An Orientation", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1277-1292", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122633"} @article{bb126464, AUTHOR = "Balzano, L. and Chi, Y. and Lu, Y.M.", TITLE = "Streaming PCA and Subspace Tracking: The Missing Data Case", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1293-1310", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122634"} @article{bb126465, AUTHOR = "Zou, H. and Xue, L.", TITLE = "A Selective Overview of Sparse Principal Component Analysis", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1311-1320", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122635"} @article{bb126466, AUTHOR = "Wu, S.X. and Wai, H. and Li, L. and Scaglione, A.", TITLE = "A Review of Distributed Algorithms for Principal Component Analysis", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1321-1340", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122636"} @article{bb126467, AUTHOR = "Zare, A. and Ozdemir, A. and Iwen, M.A. and Aviyente, S.", TITLE = "Extension of PCA to Higher Order Data Structures: An Introduction to Tensors, Tensor Decompositions, and Tensor PCA", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1341-1358", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122637"} @article{bb126468, AUTHOR = "Vaswani, N. and Narayanamurthy, P.", TITLE = "Static and Dynamic Robust PCA and Matrix Completion: A Review", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1359-1379", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122638"} @article{bb126469, AUTHOR = "Lerman, G. and Maunu, T.", TITLE = "An Overview of Robust Subspace Recovery", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1380-1410", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122639"} @article{bb126470, AUTHOR = "Ma, S. and Aybat, N.S.", TITLE = "Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1411-1426", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122640"} @article{bb126471, AUTHOR = "Bouwmans, T. and Javed, S. and Zhang, H. and Lin, Z. and Otazo, R.", TITLE = "On the Applications of Robust PCA in Image and Video Processing", JOURNAL = PIEEE, VOLUME = "106", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "1427-1457", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122641"} @article{bb126472, AUTHOR = "Yazdi, S.V. and Douzal Chouakria, A.", TITLE = "Time warp invariant kSVD: Sparse coding and dictionary learning for time series under time warp", JOURNAL = PRL, VOLUME = "112", YEAR = "2018", PAGES = "1-8", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122642"} @article{bb126473, AUTHOR = "Schnass, K.", TITLE = "Average Performance of Orthogonal Matching Pursuit (OMP) for Sparse Approximation", JOURNAL = SPLetters, VOLUME = "25", YEAR = "2018", NUMBER = "12", MONTH = "December", PAGES = "1865-1869", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122643"} @article{bb126474, AUTHOR = "Schnass, K.", TITLE = "Average Performance of Orthogonal Matching Pursuit (OMP) for Sparse Approximation", JOURNAL = SPLetters, VOLUME = "26", YEAR = "2019", NUMBER = "10", MONTH = "October", PAGES = "1566-1567", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122643"} @article{bb126475, AUTHOR = "Tarzanagh, D.A. and Michailidis, G.", TITLE = "Fast Randomized Algorithms for t-Product Based Tensor Operations and Decompositions with Applications to Imaging Data", JOURNAL = SIIMS, VOLUME = "11", YEAR = "2018", NUMBER = "4", PAGES = "2629-2664", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122644"} @article{bb126476, AUTHOR = "Hovhannisyan, V. and Panagakis, Y. and Parpas, P. and Zafeiriou, S.P.", TITLE = "Fast Multilevel Algorithms for Compressive Principal Component Pursuit", JOURNAL = SIIMS, VOLUME = "12", YEAR = "2019", NUMBER = "1", PAGES = "624-649", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122645"} @inproceedings{bb126477, AUTHOR = "Hovhannisyan, V. and Panagakis, Y. and Parpas, P. and Zafeiriou, S.P.", TITLE = "Multilevel Approximate Robust Principal Component Analysis", BOOKTITLE = Matrix-Tensor17, YEAR = "2017", PAGES = "536-544", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122646"} @article{bb126478, AUTHOR = "Mo, D.M. and Lai, Z.H. and Wong, W.K.", TITLE = "Locally Joint Sparse Marginal Embedding for Feature Extraction", JOURNAL = MultMed, VOLUME = "21", YEAR = "2019", NUMBER = "12", MONTH = "December", PAGES = "3038-3052", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122647"} @article{bb126479, AUTHOR = "Machidon, A.L. and Machidon, O.M. and Ciobanu, C.B. and Ogrutan, P.L.", TITLE = "Accelerating a Geometrical Approximated PCA Algorithm Using AVX2 and CUDA", JOURNAL = RS, VOLUME = "12", YEAR = "2020", NUMBER = "12", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122648"} @article{bb126480, AUTHOR = "Kim, C. and Klabjan, D.", TITLE = "A Simple and Fast Algorithm for L1-Norm Kernel PCA", JOURNAL = PAMI, VOLUME = "42", YEAR = "2020", NUMBER = "8", MONTH = "August", PAGES = "1842-1855", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122649"} @article{bb126481, AUTHOR = "Rontogiannis, A.A. and Giampouras, P.V. and Koutroumbas, K.D.", TITLE = "Online Reweighted Least Squares Robust PCA", JOURNAL = SPLetters, VOLUME = "27", YEAR = "2020", PAGES = "1340-1344", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122650"} @article{bb126482, AUTHOR = "Rusu, C.", TITLE = "An Iterative Coordinate Descent Algorithm to Compute Sparse Low-Rank Approximations", JOURNAL = SPLetters, VOLUME = "29", YEAR = "2022", PAGES = "249-253", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122651"} @article{bb126483, AUTHOR = "Salloum, R. and Kuo, C. .C.J.", TITLE = "cPCA++: An efficient method for contrastive feature learning", JOURNAL = PR, VOLUME = "124", YEAR = "2022", PAGES = "108378", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122652"} @article{bb126484, AUTHOR = "Wang, W. and Dang, Z. and Hu, Y.L. and Fua, P. and Salzmann, M.", TITLE = "Robust Differentiable SVD", JOURNAL = PAMI, VOLUME = "44", YEAR = "2022", NUMBER = "9", MONTH = "September", PAGES = "5472-5487", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122653"} @article{bb126485, AUTHOR = "Song, Y. and Sebe, N. and Wang, W.", TITLE = "Orthogonal SVD Covariance Conditioning and Latent Disentanglement", JOURNAL = PAMI, VOLUME = "45", YEAR = "2023", NUMBER = "7", MONTH = "July", PAGES = "8773-8786", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122654"} @inproceedings{bb126486, AUTHOR = "Song, Y. and Sebe, N. and Wang, W.", TITLE = "Improving Covariance Conditioning of the SVD Meta-layer by Orthogonality", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XXIV:356-372", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122655"} @article{bb126487, AUTHOR = "Moon, M. and Hur, I. and Moon, S.", TITLE = "Singular Value Decomposition of the Wave Forward Operator with Radial Variable Coefficients", JOURNAL = SIIMS, VOLUME = "16", YEAR = "2023", NUMBER = "3", PAGES = "1520-1534", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122656"} @article{bb126488, AUTHOR = "Arashloo, S.R.", TITLE = "Large-margin multiple kernel Lp-SVDD using Frank-Wolfe algorithm for novelty detection", JOURNAL = PR, VOLUME = "148", YEAR = "2024", PAGES = "110189", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122657"} @article{bb126489, AUTHOR = "Geng, X.Y. and Guo, Q. and Hui, S. and Yang, M. and Zhang, C.M.", TITLE = "Tensor robust PCA with nonconvex and nonlocal regularization", JOURNAL = CVIU, VOLUME = "243", YEAR = "2024", PAGES = "104007", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122658"} @article{bb126490, AUTHOR = "Ghosh, T. and Kirby, M.", TITLE = "Linear Centroid Encoder for Supervised Principal Component Analysis", JOURNAL = PR, VOLUME = "155", YEAR = "2024", PAGES = "110634", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122659"} @article{bb126491, AUTHOR = "Rajpurohit, P. and Arora, A. and Babu, P.", TITLE = "A Block Minorization-Maximization Algorithm for Row-Sparse Principal Component Analysis", JOURNAL = SPLetters, VOLUME = "31", YEAR = "2024", PAGES = "1905-1909", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122660"} @article{bb126492, AUTHOR = "Hong, D. and Balzano, L.", TITLE = "Optimal Sample Acquisition for Optimally Weighted PCA From Heterogeneous Quality Sources", JOURNAL = SPLetters, VOLUME = "32", YEAR = "2025", PAGES = "1425-1429", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122661"} @inproceedings{bb126493, AUTHOR = "Zheng, J.J. and Lu, W. and Wang, W.Z. and Cao, Y.K. and Zhang, X.Q. and Jiang, X.", TITLE = "Handling the Non-smooth Challenge in Tensor SVD: A Multi-objective Tensor Recovery Framework", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "XIV: 449-464", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122662"} @inproceedings{bb126494, AUTHOR = "Ntinou, I. and Sanchez, E. and Tzimiropoulos, G.", TITLE = "MEMSVD: Long-Range Temporal Structure Capturing Using Incremental SVD", BOOKTITLE = ICIP24, YEAR = "2024", PAGES = "458-464", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122663"} @inproceedings{bb126495, AUTHOR = "Fang, S. and Xu, Z.Q. and Wu, S.Q. and Xie, S.L.", TITLE = "Efficient Robust Principal Component Analysis via Block Krylov Iteration and CUR Decomposition", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "1348-1357", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122664"} @inproceedings{bb126496, AUTHOR = "Ozdemir, C. and Hoover, R.C. and Caudle, K.", TITLE = "2DTPCA: A New Framework for Multilinear Principal Component Analysis", BOOKTITLE = ICIP21, YEAR = "2021", PAGES = "344-348", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122665"} @inproceedings{bb126497, AUTHOR = "Cai, H.Q. and Chao, Z. and Huang, L.X. and Needell, D.", TITLE = "Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition", BOOKTITLE = RSLCV21, YEAR = "2021", PAGES = "189-197", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122666"} @inproceedings{bb126498, AUTHOR = "Zhang, M. and Gao, Y. and Sun, C. and Blumenstein, M.", TITLE = "Kernel Mean P Power Error Loss for Robust Two-Dimensional Singular Value Decomposition", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "3432-3436", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122667"} @inproceedings{bb126499, AUTHOR = "Tsingalis, I. and Kotropoulos, C.", TITLE = "A Simple Algorithm for Non-Negative Sparse Principal Component Analysis", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "2075-2079", BIBSOURCE = "http://www.visionbib.com/bibliography/match585.html#TT122668"}