@inproceedings{bb135800,
        AUTHOR = "Li, J. and Hao, P.W.",
        TITLE = "Reliable Representation of Data on Manifolds",
        BOOKTITLE = BMVC08,
        YEAR = "2008",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131776"}

@inproceedings{bb135801,
        AUTHOR = "Li, J. and Hao, P.W.",
        TITLE = "Hierarchical Structuring of Data on Manifolds",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131777"}

@inproceedings{bb135802,
        AUTHOR = "Chen, J.H. and Ye, J.P. and Li, Q.",
        TITLE = "Integrating Global and Local Structures:
A Least Squares Framework for Dimensionality Reduction",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131778"}

@inproceedings{bb135803,
        AUTHOR = "Yang, Z.R. and Laaksonen, J.T.",
        TITLE = "Regularized Neighborhood Component Analysis",
        BOOKTITLE = SCIA07,
        YEAR = "2007",
        PAGES = "253-262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131779"}

@inproceedings{bb135804,
        AUTHOR = "Li, Y.Z. and Ming, F. and Yang, J.Y. and Pan, R.L.",
        TITLE = "An Efficient Method of Nonlinear Feature Extraction Based on SVM",
        BOOKTITLE = ICARCV06,
        YEAR = "2006",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131780"}

@inproceedings{bb135805,
        AUTHOR = "Song, F.X. and Zhang, D. and Chen, Q.L. and Yang, J.Y.",
        TITLE = "A Novel Supervised Dimensionality Reduction Algorithm for Online Image
Recognition",
        BOOKTITLE = PSIVT06,
        YEAR = "2006",
        PAGES = "198-207",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131781"}

@inproceedings{bb135806,
        AUTHOR = "Yan, S.C. and Tang, X.",
        TITLE = "Dimensionality Reduction with Adaptive Kernels",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "II: 626-629",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131782"}

@inproceedings{bb135807,
        AUTHOR = "Chen, H.F. and Jiang, G.F. and Yoshihira, K.",
        TITLE = "Robust Nonlinear Dimensionality Reduction for Manifold Learning",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "II: 447-450",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131783"}

@inproceedings{bb135808,
        AUTHOR = "Yu, K. and Yu, S.P. and Tresp, V.",
        TITLE = "Multi-Output Regularized Projection",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "II: 597-602",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131784"}

@inproceedings{bb135809,
        AUTHOR = "Wolf, L.B. and Bileschi, S.M.",
        TITLE = "Combining Variable Selection with Dimensionality Reduction",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "II: 801-806",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131785"}

@inproceedings{bb135810,
        AUTHOR = "Bileschi, S.M. and Wolf, L.B.",
        TITLE = "Combining Variable Selection with Dimensionality Reduction",
        BOOKTITLE = CSAIL,
        YEAR = "2005",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131785"}

@inproceedings{bb135811,
        AUTHOR = "Andersson, F. and Nilsson, J.",
        TITLE = "Nonlinear Dimensionality Reduction Using Circuit Models",
        BOOKTITLE = SCIA05,
        YEAR = "2005",
        PAGES = "950-959",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131786"}

@inproceedings{bb135812,
        AUTHOR = "Trujillo, M. and Sadki, M.",
        TITLE = "Correspondence analysis applied to textural features recognition",
        BOOKTITLE = Southwest04,
        YEAR = "2004",
        PAGES = "119-123",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131787"}

@inproceedings{bb135813,
        AUTHOR = "Brown, M. and Costen, N.P. and Akamatsu, S.",
        TITLE = "Efficient calculation of the complete optimal classification set",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "II: 307-310",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131788"}

@inproceedings{bb135814,
        AUTHOR = "Shimano, M. and Nagao, K.",
        TITLE = "Simultaneous optimization of class configuration and feature space for
object recognition",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "II: 7-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131789"}

@inproceedings{bb135815,
        AUTHOR = "Wang, J. and Lu, H.Q. and Liu, Q.S.",
        TITLE = "Feature space analysis using low-order tensor voting",
        BOOKTITLE = ICIP04,
        YEAR = "2004",
        PAGES = "IV: 2681-2684",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131790"}

@inproceedings{bb135816,
        AUTHOR = "Wang, J. and Lu, H.Q. and Liu, Q.S.",
        TITLE = "Tensor voting toward feature space analysis",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "III: 462-465",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131791"}

@inproceedings{bb135817,
        AUTHOR = "Dasarathy, B.V. and Sanchez, J.S.",
        TITLE = "Tandem Fusion of Nearest Neighbor Editing and Condensing Algorithms:
Data Dimensionality Effects",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 692-695",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131792"}

@inproceedings{bb135818,
        AUTHOR = "Piper, J. and Poole, I. and Carothers, A.",
        TITLE = "Stein's paradox and improved quadratic discrimination of real and
simulated data by covariance weighting",
        BOOKTITLE = ICPR94,
        YEAR = "1994",
        PAGES = "B:529-532",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131793"}

@inproceedings{bb135819,
        AUTHOR = "Valev, V.",
        TITLE = "On the representation of training tables in a K-valued code and the
construction of empirical regularities",
        BOOKTITLE = ICPR88,
        YEAR = "1988",
        PAGES = "II: 779-781",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT131794"}

@article{bb135820,
        AUTHOR = "de Backer, S. and Naud, A. and Scheunders, P.",
        TITLE = "Nonlinear Dimensionality Reduction Techniques for
Unsupervised Feature Extraction",
        JOURNAL = PRL,
        VOLUME = "19",
        YEAR = "1998",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "711-720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131795"}

@article{bb135821,
        AUTHOR = "Cappelli, R. and Maio, D. and Maltoni, D.",
        TITLE = "Multispace KL for Pattern Representation and Classification",
        JOURNAL = PAMI,
        VOLUME = "23",
        YEAR = "2001",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "977-996",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131796"}

@article{bb135822,
        AUTHOR = "Nie, F.P. and Xiang, S.M. and Jia, Y.Q. and Zhang, C.S.",
        TITLE = "Semi-supervised orthogonal discriminant analysis via label propagation",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2615-2627",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131797"}

@article{bb135823,
        AUTHOR = "Nie, F.P. and Xu, D. and Li, X. and Xiang, S.M.",
        TITLE = "Semisupervised Dimensionality Reduction and Classification Through
Virtual Label Regression",
        JOURNAL = SMC-B,
        VOLUME = "41",
        YEAR = "2011",
        NUMBER = "3",
        MONTH = "June",
        PAGES = "675-685",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131798"}

@article{bb135824,
        AUTHOR = "Xu, D. and Yan, X.",
        TITLE = "Semi-Supervised Bilinear Subspace Learning",
        JOURNAL = IP,
        VOLUME = "18",
        YEAR = "2009",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1671-1676",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131799"}

@article{bb135825,
        AUTHOR = "Kim, J.K. and Choi, S.J.",
        TITLE = "Clustering with r-regular graphs",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2020-2028",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131800"}

@article{bb135826,
        AUTHOR = "Lee, S.H. and Choi, S.J.",
        TITLE = "Landmark MDS ensemble",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2045-2053",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131801"}

@article{bb135827,
        AUTHOR = "Hou, C.P. and Zhang, C.S. and Wu, Y. and Nie, F.P.",
        TITLE = "Multiple view semi-supervised dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "720-730",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131802"}

@article{bb135828,
        AUTHOR = "Nie, F.P. and Xu, D. and Tsang, I.W.H. and Zhang, C.S.",
        TITLE = "Flexible Manifold Embedding: A Framework for Semi-Supervised and
Unsupervised Dimension Reduction",
        JOURNAL = IP,
        VOLUME = "19",
        YEAR = "2010",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1921-1932",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131803"}

@article{bb135829,
        AUTHOR = "Faivishevsky, L. and Goldberger, J.",
        TITLE = "An unsupervised data projection that preserves the cluster structure",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "3",
        MONTH = "February",
        PAGES = "256-262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131804"}

@article{bb135830,
        AUTHOR = "Gu, N.N. and Fan, M.Y. and Qiao, H. and Zhang, B.",
        TITLE = "Discriminative Sparsity Preserving Projections for Semi-Supervised
Dimensionality Reduction",
        JOURNAL = SPLetters,
        VOLUME = "19",
        YEAR = "2012",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "391-394",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131805"}

@article{bb135831,
        AUTHOR = "Zhao, M.B. and Zhang, Z. and Chow, T.W.S.",
        TITLE = "Trace ratio criterion based generalized discriminative learning for
semi-supervised dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        PAGES = "1482-1499",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131806"}

@article{bb135832,
        AUTHOR = "Mu, T.T. and Goulermas, J.Y. and Tsujii, J. and Ananiadou, S.",
        TITLE = "Proximity-Based Frameworks for Generating Embeddings from Multi-Output
Data",
        JOURNAL = PAMI,
        VOLUME = "34",
        YEAR = "2012",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2216-2232",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131807"}

@article{bb135833,
        AUTHOR = "Han, Y.H. and Wu, F. and Tao, D.C. and Shao, J. and Zhuang, Y.T. and Jiang, J.M.",
        TITLE = "Sparse Unsupervised Dimensionality Reduction for Multiple View Data",
        JOURNAL = CirSysVideo,
        VOLUME = "22",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1485-1496",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131808"}

@article{bb135834,
        AUTHOR = "Jukic, A. and Filipovic, M.",
        TITLE = "Supervised feature extraction for tensor objects based on
maximization of mutual information",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "13",
        PAGES = "1476-1484",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131809"}

@article{bb135835,
        AUTHOR = "Zhang, Z. and Yan, S.C. and Zhao, M.B.",
        TITLE = "Pairwise Sparsity Preserving Embedding for Unsupervised Subspace
Learning and Classification",
        JOURNAL = IP,
        VOLUME = "22",
        YEAR = "2013",
        NUMBER = "12",
        PAGES = "4640-4651",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131810"}

@article{bb135836,
        AUTHOR = "Yang, S. and Jin, P. and Li, B. and Yang, L. and Xu, W. and Jiao, L.",
        TITLE = "Semisupervised Dual-Geometric Subspace Projection for Dimensionality
Reduction of Hyperspectral Image Data",
        JOURNAL = GeoRS,
        VOLUME = "52",
        YEAR = "2014",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3587-3593",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131811"}

@article{bb135837,
        AUTHOR = "Kim, K. and Lee, J.W.",
        TITLE = "Sentiment visualization and classification via semi-supervised
nonlinear dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "2",
        PAGES = "758-768",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131812"}

@article{bb135838,
        AUTHOR = "Wang, F. and Li, R. and Lei, Z.K. and Ni, X.S. and Huo, X.M. and Chen, M.",
        TITLE = "Kernel fusion-refinement for semi-supervised nonlinear dimension
reduction",
        JOURNAL = PRL,
        VOLUME = "63",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "16-22",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131813"}

@article{bb135839,
        AUTHOR = "Guo, X. and Tie, Y. and Qi, L. and Guan, L.",
        TITLE = "A Novel Semi-Supervised Dimensionality Reduction Framework",
        JOURNAL = MultMedMag,
        VOLUME = "23",
        YEAR = "2016",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "28-41",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131814"}

@article{bb135840,
        AUTHOR = "Wang, S. and Lu, J.F. and Gu, X.J. and Du, H.S. and Yang, J.Y.",
        TITLE = "Semi-supervised linear discriminant analysis for dimension reduction
and classification",
        JOURNAL = PR,
        VOLUME = "57",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "179-189",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131815"}

@article{bb135841,
        AUTHOR = "Yu, T. and Zhang, W.",
        TITLE = "Semisupervised Multilabel Learning With Joint Dimensionality
Reduction",
        JOURNAL = SPLetters,
        VOLUME = "23",
        YEAR = "2016",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "795-799",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131816"}

@article{bb135842,
        AUTHOR = "Song, Y.Q. and Nie, F.P. and Zhang, C.S.",
        TITLE = "Semi-supervised sub-manifold discriminant analysis",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "13",
        MONTH = "October",
        PAGES = "1806-1813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131817"}

@article{bb135843,
        AUTHOR = "Song, Y.Q. and Nie, F.P. and Zhang, C.S. and Xiang, S.M.",
        TITLE = "A unified framework for semi-supervised dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2789-2799",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131818"}

@article{bb135844,
        AUTHOR = "Zhang, Q. and Sun, J.Y. and Zhong, G.Q. and Dong, J.Y.",
        TITLE = "Random Multi-Graphs: A semi-supervised learning framework for
classification of high dimensional data",
        JOURNAL = IVC,
        VOLUME = "60",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "30-37",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131819"}

@article{bb135845,
        AUTHOR = "Sakarya, U.",
        TITLE = "Dimension reduction using global and local pattern information-based
maximum margin criterion",
        JOURNAL = SIViP,
        VOLUME = "10",
        YEAR = "2016",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "903-909",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131820"}

@article{bb135846,
        AUTHOR = "Sakarya, U.",
        TITLE = "Semi-supervised dimension reduction approaches integrating global and
local pattern information",
        JOURNAL = SIViP,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "1",
        MONTH = "February",
        PAGES = "171-178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131821"}

@article{bb135847,
        AUTHOR = "Yu, M.Y. and Shao, L. and Zhen, X.T. and He, X.F.",
        TITLE = "Local Feature Discriminant Projection",
        JOURNAL = PAMI,
        VOLUME = "38",
        YEAR = "2016",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1908-1914",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131822"}

@article{bb135848,
        AUTHOR = "Chen, P. and Jiao, L.C. and Liu, F. and Zhao, J.Q. and Zhao, Z.Q. and Liu, S.",
        TITLE = "Semi-supervised double sparse graphs based discriminant analysis for
dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "61",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "361-378",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131823"}

@article{bb135849,
        AUTHOR = "Sun, L. and Kudo, M. and Kimura, K.",
        TITLE = "READER: Robust Semi-Supervised Multi-Label Dimension Reduction",
        JOURNAL = IEICE,
        VOLUME = "E100-D",
        YEAR = "2017",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2597-2604",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131824"}

@article{bb135850,
        AUTHOR = "Zhang, J. and Yu, J. and Tao, D.",
        TITLE = "Local Deep-Feature Alignment for Unsupervised Dimension Reduction",
        JOURNAL = IP,
        VOLUME = "27",
        YEAR = "2018",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2420-2432",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131825"}

@article{bb135851,
        AUTHOR = "Mikalsen, K.O. and Soguero Ruiz, C. and Bianchi, F.M. and Jenssen, R.",
        TITLE = "Noisy multi-label semi-supervised dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "90",
        YEAR = "2019",
        PAGES = "257-270",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131826"}

@article{bb135852,
        AUTHOR = "Murphy, J.M.",
        TITLE = "Spatially regularized active diffusion learning for high-dimensional
images",
        JOURNAL = PRL,
        VOLUME = "135",
        YEAR = "2020",
        PAGES = "213-220",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131827"}

@article{bb135853,
        AUTHOR = "Lu, Y.D. and Wu, G.",
        TITLE = "Fast and incremental algorithms for exponential semi-supervised
discriminant embedding",
        JOURNAL = PR,
        VOLUME = "108",
        YEAR = "2020",
        PAGES = "107530",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131828"}

@article{bb135854,
        AUTHOR = "Pang, W.R. and Wu, G.",
        TITLE = "Fast algorithms for incremental and decremental semi-supervised
discriminant analysis",
        JOURNAL = PR,
        VOLUME = "131",
        YEAR = "2022",
        PAGES = "108888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131829"}

@article{bb135855,
        AUTHOR = "Chen, H. and Nie, F.P. and Wang, R. and Li, X.L.",
        TITLE = "Adaptive Flexible Optimal Graph for Unsupervised Dimensionality
Reduction",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "2162-2166",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131830"}

@article{bb135856,
        AUTHOR = "Xie, L.P. and Guo, W. and Wei, H. and Tang, Y.Y. and Tao, D.C.",
        TITLE = "Efficient Unsupervised Dimension Reduction for Streaming Multiview
Data",
        JOURNAL = Cyber,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1772-1784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131831"}

@article{bb135857,
        AUTHOR = "Yuan, Z. and Chen, H.M. and Li, T.R.",
        TITLE = "Exploring interactive attribute reduction via fuzzy complementary
entropy for unlabeled mixed data",
        JOURNAL = PR,
        VOLUME = "127",
        YEAR = "2022",
        PAGES = "108651",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131832"}

@article{bb135858,
        AUTHOR = "Lu, X.H. and Long, J. and Wen, J. and Fei, L.K. and Zhang, B. and Xu, Y.",
        TITLE = "Locality preserving projection with symmetric graph embedding for
unsupervised dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "131",
        YEAR = "2022",
        PAGES = "108844",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131833"}

@article{bb135859,
        AUTHOR = "Wang, J. and Wu, Y.W. and Li, B. and Yang, Z.G. and Nie, F.P.",
        TITLE = "Fast anchor graph preserving projections",
        JOURNAL = PR,
        VOLUME = "146",
        YEAR = "2024",
        PAGES = "109996",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131834"}

@article{bb135860,
        AUTHOR = "Wang, Q. and Wang, F. and Li, Z.H. and Wang, Z. and Nie, F.P.",
        TITLE = "Coordinate Descent Optimized Trace Difference Model for Joint
Clustering and Feature Extraction",
        JOURNAL = PR,
        VOLUME = "146",
        YEAR = "2024",
        PAGES = "110062",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131835"}

@inproceedings{bb135861,
        AUTHOR = "Spathis, D. and Passalis, N. and Tefas, A.",
        TITLE = "Fast, Visual and Interactive Semi-supervised Dimensionality Reduction",
        BOOKTITLE = CEFR-LCV18,
        YEAR = "2018",
        PAGES = "IV:550-563",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131836"}

@inproceedings{bb135862,
        AUTHOR = "Yang, Q.W. and Sun, F.C.",
        TITLE = "Unsupervised Local Linear Preserving Manifold Reduction with
Uncertainty Pretraining for Image Recognition",
        BOOKTITLE = CVS17,
        YEAR = "2017",
        PAGES = "527-539",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131837"}

@inproceedings{bb135863,
        AUTHOR = "Wang, Y.M. and Morariu, V.I. and Davis, L.S.",
        TITLE = "Unsupervised Feature Extraction Inspired by Latent Low-Rank
Representation",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "542-549",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131838"}

@inproceedings{bb135864,
        AUTHOR = "Morariu, V.I. and Ahmed, E. and Santhanam, V. and Harwood, D. and Davis, L.S.",
        TITLE = "Composite Discriminant Factor analysis",
        BOOKTITLE = WACV14,
        YEAR = "2014",
        PAGES = "564-571",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131839"}

@inproceedings{bb135865,
        AUTHOR = "Yang, W. and Zhang, S.W. and Liang, W.",
        TITLE = "A Graph Based Subspace Semi-supervised Learning Framework for
Dimensionality Reduction",
        BOOKTITLE = ECCV08,
        YEAR = "2008",
        PAGES = "II: 664-677",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131840"}

@inproceedings{bb135866,
        AUTHOR = "Gong, H.F. and Pan, C.H. and Yang, Q. and Lu, H.Q. and Ma, S.D.",
        TITLE = "Neural Network Modeling of Spectral Embedding",
        BOOKTITLE = BMVC06,
        YEAR = "2006",
        PAGES = "I:227",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131841"}

@inproceedings{bb135867,
        AUTHOR = "Gong, H.F. and Pan, C.H. and Yang, Q. and Lu, H.Q. and Ma, S.D.",
        TITLE = "A Semi-Supervised Framework for Mapping Data to the Intrinsic Manifold",
        BOOKTITLE = ICCV05,
        YEAR = "2005",
        PAGES = "I: 98-105",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602ssup3.html#TT131842"}

@article{bb135868,
        AUTHOR = "Lin, T. and Zha, H.B.",
        TITLE = "Riemannian Manifold Learning",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "796-809",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131843"}

@inproceedings{bb135869,
        AUTHOR = "Lin, T. and Zha, H.B. and Lee, S.U.",
        TITLE = "Riemannian Manifold Learning for Nonlinear Dimensionality Reduction",
        BOOKTITLE = ECCV06,
        YEAR = "2006",
        PAGES = "I: 44-55",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131844"}

@article{bb135870,
        AUTHOR = "Subbarao, R. and Meer, P.",
        TITLE = "Nonlinear Mean Shift over Riemannian Manifolds",
        JOURNAL = IJCV,
        VOLUME = "84",
        YEAR = "2009",
        NUMBER = "1",
        MONTH = "August",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131845"}

@inproceedings{bb135871,
        AUTHOR = "Subbarao, R. and Meer, P.",
        TITLE = "Discontinuity Preserving Filtering over Analytic Manifolds",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131846"}

@inproceedings{bb135872,
        AUTHOR = "Subbarao, R. and Meer, P.",
        TITLE = "Nonlinear Mean Shift for Clustering over Analytic Manifolds",
        BOOKTITLE = CVPR06,
        YEAR = "2006",
        PAGES = "I: 1168-1175",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131847"}

@inproceedings{bb135873,
        AUTHOR = "Subbarao, R. and Meer, P.",
        TITLE = "Subspace Estimation Using Projection Based M-Estimators over Grassmann
Manifolds",
        BOOKTITLE = ECCV06,
        YEAR = "2006",
        PAGES = "I: 301-312",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131848"}

@inproceedings{bb135874,
        AUTHOR = "Subbarao, R. and Meer, P.",
        TITLE = "Heteroscedastic Projection Based M-Estimators",
        BOOKTITLE = EEMCV05,
        YEAR = "2005",
        PAGES = "III: 38-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131849"}

@inproceedings{bb135875,
        AUTHOR = "Subbarao, R. and Genc, Y. and Meer, P.",
        TITLE = "Robust unambiguous parametrization of the essential manifold",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131850"}

@inproceedings{bb135876,
        AUTHOR = "Subbarao, R. and Genc, Y. and Meer, P.",
        TITLE = "Nonlinear Mean Shift for Robust Pose Estimation",
        BOOKTITLE = WACV07,
        YEAR = "2007",
        PAGES = "6-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131851"}

@article{bb135877,
        AUTHOR = "Tan, H.L. and Ma, Z.M. and Zhang, S. and Zhan, Z.R. and Zhang, B.B. and Zhang, C.G.",
        TITLE = "Grassmann manifold for nearest points image set classification",
        JOURNAL = PRL,
        VOLUME = "68, Part 1",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "190-196",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131852"}

@article{bb135878,
        AUTHOR = "Zhao, K. and Alavi, A. and Wiliem, A. and Lovell, B.C.",
        TITLE = "Efficient clustering on Riemannian manifolds:
A kernelised random projection approach",
        JOURNAL = PR,
        VOLUME = "51",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "333-345",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131853"}

@article{bb135879,
        AUTHOR = "Liu, T. and Shi, Z. and Liu, Y.",
        TITLE = "Joint Normalization and Dimensionality Reduction on Grassmannian:
A Generalized Perspective",
        JOURNAL = SPLetters,
        VOLUME = "25",
        YEAR = "2018",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "858-862",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131854"}

@article{bb135880,
        AUTHOR = "Ali, M. and Gao, J.B. and Antolovich, M.",
        TITLE = "Parametric Classification of Bingham Distributions Based on Grassmann
Manifolds",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "5771-5784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131855"}

@article{bb135881,
        AUTHOR = "Xie, X.F. and Yu, Z.L. and Gu, Z.H. and Li, Y.Q.",
        TITLE = "Classification of symmetric positive definite matrices based on
bilinear isometric Riemannian embedding",
        JOURNAL = PR,
        VOLUME = "87",
        YEAR = "2019",
        PAGES = "94-105",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131856"}

@article{bb135882,
        AUTHOR = "Hechmi, S. and Gallas, A. and Zagrouba, E.",
        TITLE = "Multi-kernel sparse subspace clustering on the Riemannian manifold of
symmetric positive definite matrices",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "21-27",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131857"}

@article{bb135883,
        AUTHOR = "Gao, Z. and Wu, Y.W. and Bu, X.Y. and Yu, T. and Yuan, J.S. and Jia, Y.D.",
        TITLE = "Learning a robust representation via a deep network on symmetric
positive definite manifolds",
        JOURNAL = PR,
        VOLUME = "92",
        YEAR = "2019",
        PAGES = "1-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131858"}

@article{bb135884,
        AUTHOR = "Minnehan, B. and Savakis, A.",
        TITLE = "Deep domain adaptation with manifold aligned label transfer",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "April",
        PAGES = "473-485",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131859"}

@inproceedings{bb135885,
        AUTHOR = "Minnehan, B. and Savakis, A.",
        TITLE = "Manifold Guided Label Transfer for Deep Domain Adaptation",
        BOOKTITLE = Diff-CVML17,
        YEAR = "2017",
        PAGES = "744-752",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131860"}

@inproceedings{bb135886,
        AUTHOR = "Kumar, S. and Savakis, A.",
        TITLE = "Learning a perceptual manifold for image set classification",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "4433-4437",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131861"}

@inproceedings{bb135887,
        AUTHOR = "Kumar, S. and Savakis, A.",
        TITLE = "Robust Domain Adaptation on the L1-Grassmannian Manifold",
        BOOKTITLE = DIFF-CV16,
        YEAR = "2016",
        PAGES = "1058-1065",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131862"}

@article{bb135888,
        AUTHOR = "Yang, Z. and Cheng, Y. and Wu, H. and Wang, H.",
        TITLE = "Enhanced Matrix CFAR Detection With Dimensionality Reduction of
Riemannian Manifold",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
        PAGES = "2084-2088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131863"}

@article{bb135889,
        AUTHOR = "Chen, S. and Harandi, M. and Jin, X. and Yang, X.",
        TITLE = "Domain Adaptation by Joint Distribution Invariant Projections",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "8264-8277",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131864"}

@article{bb135890,
        AUTHOR = "Wei, D. and Shen, X.B. and Sun, Q.S. and Gao, X.Z. and Yan, W.Z.",
        TITLE = "Prototype learning and collaborative representation using Grassmann
manifolds for image set classification",
        JOURNAL = PR,
        VOLUME = "100",
        YEAR = "2020",
        PAGES = "107123",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131865"}

@article{bb135891,
        AUTHOR = "Wang, B. and Hu, Y. and Gao, J. and Sun, Y. and Ju, F. and Yin, B.",
        TITLE = "Learning Adaptive Neighborhood Graph on Grassmann Manifolds for
Video/Image-Set Subspace Clustering",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "216-227",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131866"}

@article{bb135892,
        AUTHOR = "Wang, H.Y. and Han, G.Q. and Zhang, B. and Tao, G.H. and Cai, H.M.",
        TITLE = "Multi-View Learning a Decomposable Affinity Matrix via Tensor
Self-Representation on Grassmann Manifold",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "8396-8409",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131867"}

@article{bb135893,
        AUTHOR = "Wu, D.Y. and Dong, X. and Nie, F.P. and Wang, R. and Li, X.L.",
        TITLE = "An attention-based framework for multi-view clustering on Grassmann
manifold",
        JOURNAL = PR,
        VOLUME = "128",
        YEAR = "2022",
        PAGES = "108610",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131868"}

@article{bb135894,
        AUTHOR = "Chakraborty, R. and Bouza, J. and Manton, J.H. and Vemuri, B.C.",
        TITLE = "ManifoldNet: A Deep Neural Network for Manifold-Valued Data With
Applications",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "799-810",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131869"}

@article{bb135895,
        AUTHOR = "Chen, S.T. and Zheng, L. and Wu, H.",
        TITLE = "Riemannian representation learning for multi-source domain adaptation",
        JOURNAL = PR,
        VOLUME = "137",
        YEAR = "2023",
        PAGES = "109271",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131870"}

@article{bb135896,
        AUTHOR = "Yin, W.G. and Ma, Z.M. and Liu, Q.Y.",
        TITLE = "Discriminative subspace learning via optimization on Riemannian
manifold",
        JOURNAL = PR,
        VOLUME = "139",
        YEAR = "2023",
        PAGES = "109450",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131871"}

@article{bb135897,
        AUTHOR = "Ben Amor, B. and Arguillere, S. and Shao, L.",
        TITLE = "ResNet-LDDMM:
Advancing the LDDMM Framework Using Deep Residual Networks",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3707-3720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131872"}

@article{bb135898,
        AUTHOR = "Mohammadi, M. and Babai, M. and Wilkinson, M.H.F.",
        TITLE = "Generalized Relevance Learning Grassmann Quantization",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "502-513",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131873"}

@article{bb135899,
        AUTHOR = "Zeng, X.H. and Guo, J. and Wei, Y.F. and Zhuo, Y.",
        TITLE = "Deep hybrid manifold for image set classification",
        JOURNAL = IVC,
        VOLUME = "143",
        YEAR = "2024",
        PAGES = "104935",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602rie2.html#TT131874"}

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