@article{bb106700,
        AUTHOR = "Kokiopoulou, E. and Saad, Y.",
        TITLE = "Orthogonal Neighborhood Preserving Projections:
A Projection-Based Dimensionality Reduction Technique",
        JOURNAL = PAMI,
        VOLUME = "29",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2143-2156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103019"}

@article{bb106701,
        AUTHOR = "Kokiopoulou, E. and Saad, Y.",
        TITLE = "Enhanced graph-based dimensionality reduction with repulsion Laplaceans",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2392-2402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103020"}

@article{bb106702,
        AUTHOR = "Fu, Y. and Huang, T.S.",
        TITLE = "Image Classification Using Correlation Tensor Analysis",
        JOURNAL = IP,
        VOLUME = "17",
        YEAR = "2008",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "226-234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103021"}

@article{bb106703,
        AUTHOR = "Fu, Y. and Yan, S.C. and Huang, T.S.",
        TITLE = "Correlation Metric for Generalized Feature Extraction",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2229-2235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103022"}

@article{bb106704,
        AUTHOR = "Yang, J. and Yan, S.C. and Huang, T.S.",
        TITLE = "Ubiquitously Supervised Subspace Learning",
        JOURNAL = IP,
        VOLUME = "18",
        YEAR = "2009",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "241-249",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103023"}

@inproceedings{bb106705,
        AUTHOR = "Fu, Y. and Liu, M. and Huang, T.S.",
        TITLE = "Conformal Embedding Analysis with Local Graph Modeling on the Unit
Hypersphere",
        BOOKTITLE = ComponentAnalysis07,
        YEAR = "2007",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103024"}

@article{bb106706,
        AUTHOR = "Sanguinetti, G.",
        TITLE = "Dimensionality Reduction of Clustered Data Sets",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "535-540",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103025"}

@article{bb106707,
        AUTHOR = "Xue, H. and Chen, S.C. and Zeng, X.Q.",
        TITLE = "Classifier learning with a new locality regularization method",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1496-1507",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103026"}

@article{bb106708,
        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/pattern601.html#TT103027"}

@inproceedings{bb106709,
        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/pattern601.html#TT103028"}

@article{bb106710,
        AUTHOR = "Guo, Y. and Gao, J.B. and Kwan, P.W.",
        TITLE = "Twin Kernel Embedding",
        JOURNAL = PAMI,
        VOLUME = "30",
        YEAR = "2008",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1490-1495",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103029"}

@article{bb106711,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "Linear dimensionality reduction by maximizing the Chernoff distance in
the transformed space",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3138-3152",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103030"}

@inproceedings{bb106712,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "A New Approach to Multi-class Linear Dimensionality Reduction",
        BOOKTITLE = CIARP06,
        YEAR = "2006",
        PAGES = "634-643",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103031"}

@inproceedings{bb106713,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "A Theoretical Comparison of Two Linear Dimensionality Reduction
Techniques",
        BOOKTITLE = CIARP06,
        YEAR = "2006",
        PAGES = "624-633",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103032"}

@article{bb106714,
        AUTHOR = "Rueda, L.G. and Herrera, M.",
        TITLE = "A theoretical comparison of two-class Fisher's and heteroscedastic
linear dimensionality reduction schemes",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "16",
        MONTH = "December",
        PAGES = "2092-2098",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103033"}

@article{bb106715,
        AUTHOR = "Rueda, L.G. and Oommen, B.J. and Henriquez, C.",
        TITLE = "Multi-class pairwise linear dimensionality reduction using
heteroscedastic schemes",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2456-2465",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103034"}

@inproceedings{bb106716,
        AUTHOR = "Rueda, L.G. and Henriquez, C. and Oommen, B.J.",
        TITLE = "Chernoff-Based Multi-class Pairwise Linear Dimensionality Reduction",
        BOOKTITLE = CIARP08,
        YEAR = "2008",
        PAGES = "301-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103035"}

@article{bb106717,
        AUTHOR = "Shen, C.H. and Li, H.D. and Brooks, M.J.",
        TITLE = "Supervised dimensionality reduction via sequential semidefinite
programming",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3644-3652",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103036"}

@inproceedings{bb106718,
        AUTHOR = "Shen, C.H. and Kim, J. and Wang, L.",
        TITLE = "A scalable dual approach to semidefinite metric learning",
        BOOKTITLE = CVPR11,
        YEAR = "2011",
        PAGES = "2601-2608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103037"}

@article{bb106719,
        AUTHOR = "Scoleri, T. and Chojnacki, W. and Brooks, M.J.",
        TITLE = "Dimensionality reduction for more stable vision parameter estimation",
        JOURNAL = IET-CV,
        VOLUME = "2",
        YEAR = "2008",
        NUMBER = "4",
        MONTH = "December",
        PAGES = "218-227",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103038"}

@inproceedings{bb106720,
        AUTHOR = "Scoleri, T.",
        TITLE = "Post-hoc Correction Techniques for Constrained Parameter Estimation in
Computer Vision",
        BOOKTITLE = DICTA08,
        YEAR = "2008",
        PAGES = "412-419",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103039"}

@article{bb106721,
        AUTHOR = "Nie, F.P. and Xiang, S.M. and Song, Y.Q. and Zhang, C.S.",
        TITLE = "Extracting the optimal dimensionality for local tensor discriminant
analysis",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "105-114",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103040"}

@article{bb106722,
        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/pattern601.html#TT103041"}

@article{bb106723,
        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/pattern601.html#TT103042"}

@article{bb106724,
        AUTHOR = "Hou, C. and Nie, F.P. and Zhang, C.S. and Wu, Y.",
        TITLE = "Learning an Orthogonal and Smooth Subspace for Image Classification",
        JOURNAL = SPLetters,
        VOLUME = "16",
        YEAR = "2009",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "303-306",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103043"}

@article{bb106725,
        AUTHOR = "Hou, C. and Nie, F.P. and Yi, D. and Wu, Y.",
        TITLE = "Efficient Image Classification via Multiple Rank Regression",
        JOURNAL = IP,
        VOLUME = "22",
        YEAR = "2013",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "340-352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103044"}

@article{bb106726,
        AUTHOR = "Liu, Y. and Liu, Y. and Chan, K.C.C.",
        TITLE = "Dimensionality reduction for heterogeneous dataset in rushes editing",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "229-242",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103045"}

@article{bb106727,
        AUTHOR = "Liu, Y. and Liu, Y. and Chan, K.C.C.",
        TITLE = "Tensor-based locally maximum margin classifier for image and video
classification",
        JOURNAL = CVIU,
        VOLUME = "115",
        YEAR = "2011",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "300-309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103046"}

@inproceedings{bb106728,
        AUTHOR = "Liu, Y. and Liu, Y. and Chan, K.C.C.",
        TITLE = "Multilinear Isometric Embedding for visual pattern analysis",
        BOOKTITLE = Subspace09,
        YEAR = "2009",
        PAGES = "212-218",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103047"}

@article{bb106729,
        AUTHOR = "Xu, D. and Yan, S.C. and Lin, S. and Huang, T.S.",
        TITLE = "Convergent 2-D Subspace Learning With Null Space Analysis",
        JOURNAL = CirSysVideo,
        VOLUME = "18",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1753-1759",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103048"}

@article{bb106730,
        AUTHOR = "Xu, D. and Yan, S.C. and Lin, S. and Huang, T.S. and Chang, S.F.",
        TITLE = "Enhancing Bilinear Subspace Learning by Element Rearrangement",
        JOURNAL = PAMI,
        VOLUME = "31",
        YEAR = "2009",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1913-1920",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103049"}

@inproceedings{bb106731,
        AUTHOR = "Yan, S.C. and Xu, D. and Lin, S. and Huang, T.S. and Chang, S.F.",
        TITLE = "Element Rearrangement for Tensor-Based Subspace Learning",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103050"}

@article{bb106732,
        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/pattern601.html#TT103051"}

@article{bb106733,
        AUTHOR = "Pan, Y.Z. and Ge, S.Z.S. and Al Mamun, A.",
        TITLE = "Weighted locally linear embedding for dimension reduction",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "798-811",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103052"}

@article{bb106734,
        AUTHOR = "Ge, S.Z.S. and Guan, F. and Pan, Y.Z. and Loh, A.P.",
        TITLE = "Neighborhood linear embedding for intrinsic structure discovery",
        JOURNAL = MVA,
        VOLUME = "21",
        YEAR = "2010",
        NUMBER = "3",
        MONTH = "April",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103053"}

@article{bb106735,
        AUTHOR = "Ge, S.Z.S. and He, H.S. and Shen, C.Y.",
        TITLE = "Geometrically local embedding in manifolds for dimension reduction",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1455-1470",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103054"}

@article{bb106736,
        AUTHOR = "Yan, S.C. and Wang, H. and Tu, J. and Tang, X. and Huang, T.S.",
        TITLE = "Mode-kn Factor Analysis for Image Ensembles",
        JOURNAL = IP,
        VOLUME = "18",
        YEAR = "2009",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "670-676",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103055"}

@inproceedings{bb106737,
        AUTHOR = "Wang, H. and Yan, S.C. and Xu, D. and Tang, X. and Huang, T.S.",
        TITLE = "Trace Ratio vs. Ratio Trace for Dimensionality Reduction",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103056"}

@article{bb106738,
        AUTHOR = "Renard, N. and Bourennane, S.",
        TITLE = "Dimensionality Reduction Based on Tensor Modeling for Classification
Methods",
        JOURNAL = GeoRS,
        VOLUME = "47",
        YEAR = "2009",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1123-1131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103057"}

@article{bb106739,
        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/pattern601.html#TT103058"}

@article{bb106740,
        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/pattern601.html#TT103059"}

@article{bb106741,
        AUTHOR = "Hou, C.P. and Zhang, C.S. and Wu, Y. and Jiao, Y.Y.",
        TITLE = "Stable local dimensionality reduction approaches",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2054-2066",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103060"}

@article{bb106742,
        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/pattern601.html#TT103061"}

@article{bb106743,
        AUTHOR = "Li, J. and Hao, P.W.",
        TITLE = "Finding representative landmarks of data on manifolds",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2335-2352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103062"}

@article{bb106744,
        AUTHOR = "Gullo, F. and Ponti, G. and Tagarelli, A. and Greco, S.",
        TITLE = "A time series representation model for accurate and fast similarity
detection",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2998-3014",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103063"}

@article{bb106745,
        AUTHOR = "Hu, X.Q. and Yang, Z.X. and Jing, L.",
        TITLE = "An incremental dimensionality reduction method on discriminant
information for pattern classification",
        JOURNAL = PRL,
        VOLUME = "30",
        YEAR = "2009",
        NUMBER = "15",
        MONTH = "November",
        PAGES = "1416-1423",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103064"}

@article{bb106746,
        AUTHOR = "Dianat, R. and Kasaei, S.",
        TITLE = "Dimension Reduction of Optical Remote Sensing Images via Minimum Change
Rate Deviation Method",
        JOURNAL = GeoRS,
        VOLUME = "48",
        YEAR = "2010",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "198-206",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103065"}

@article{bb106747,
        AUTHOR = "Hsieh, P.F. and Chou, P.W. and Chung, H.Y.",
        TITLE = "An MRF-based kernel method for nonlinear feature extraction",
        JOURNAL = IVC,
        VOLUME = "28",
        YEAR = "2010",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "502-517",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103066"}

@article{bb106748,
        AUTHOR = "Wang, J. and Zhang, Z.Y.",
        TITLE = "Nonlinear embedding preserving multiple local-linearities",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1257-1268",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103067"}

@article{bb106749,
        AUTHOR = "Liang, Z.Z. and Li, Y.F.",
        TITLE = "A regularization framework for robust dimensionality reduction with
applications to image reconstruction and feature extraction",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1269-1281",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103068"}

@article{bb106750,
        AUTHOR = "Chu, D.L. and Thye, G.S.",
        TITLE = "A new and fast implementation for null space based linear discriminant
analysis",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1373-1379",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103069"}

@article{bb106751,
        AUTHOR = "Czarnowski, I.",
        TITLE = "Prototype selection algorithms for distributed learning",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2292-2300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103070"}

@article{bb106752,
        AUTHOR = "Lin, B.B. and He, X.F. and Zhou, Y. and Liu, L.G. and Lu, K.",
        TITLE = "Approximately harmonic projection:
Theoretical analysis and an algorithm",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3307-3313",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103071"}

@article{bb106753,
        AUTHOR = "Qu, H.N. and Li, G.Z. and Xu, W.S.",
        TITLE = "An asymmetric classifier based on partial least squares",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3448-3457",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103072"}

@article{bb106754,
        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/pattern601.html#TT103073"}

@article{bb106755,
        AUTHOR = "Yan, S.C. and Hu, Y.X. and Xu, D. and Zhang, H.J. and Zhang, B.Y. and Cheng, Q.S.",
        TITLE = "Nonlinear Discriminant Analysis on Embedded Manifold",
        JOURNAL = CirSysVideo,
        VOLUME = "17",
        YEAR = "2007",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "468-477",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103074"}

@article{bb106756,
        AUTHOR = "Lewandowski, M. and Makris, D. and Nebel, J.C.",
        TITLE = "Automatic configuration of spectral dimensionality reduction methods",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "12",
        MONTH = "September",
        PAGES = "1720-1727",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103075"}

@article{bb106757,
        AUTHOR = "Lee, J.A. and Verleysen, M.",
        TITLE = "Scale-independent quality criteria for dimensionality reduction",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "14",
        MONTH = "October",
        PAGES = "2248-2257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103076"}

@article{bb106758,
        AUTHOR = "Wang, J.Z. and Zhang, B. and Qi, M. and Kong, J.",
        TITLE = "Linear discriminant projection embedding based on patches alignment",
        JOURNAL = IVC,
        VOLUME = "28",
        YEAR = "2010",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1624-1636",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103077"}

@article{bb106759,
        AUTHOR = "Kaban, A.",
        TITLE = "On the distance concentration awareness of certain data reduction
techniques",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "265-277",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103078"}

@article{bb106760,
        AUTHOR = "Zhang, P. and Qiao, H. and Zhang, B.",
        TITLE = "An improved local tangent space alignment method for manifold learning",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "January",
        PAGES = "181-189",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103079"}

@article{bb106761,
        AUTHOR = "Salamo, M. and Lopez Sanchez, M.",
        TITLE = "Rough set based approaches to feature selection for Case-Based
Reasoning classifiers",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "January",
        PAGES = "280-292",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103080"}

@article{bb106762,
        AUTHOR = "Villegas, M. and Paredes, R.",
        TITLE = "Dimensionality reduction by minimizing nearest-neighbor classification
error",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "March",
        PAGES = "633-639",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103081"}

@article{bb106763,
        AUTHOR = "Shang, F.H. and Jiao, L.C. and Shi, J.R. and Chai, J.",
        TITLE = "Robust Positive semidefinite L-Isomap Ensemble",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "March",
        PAGES = "640-649",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103082"}

@article{bb106764,
        AUTHOR = "Kim, M.Y. and Pavlovic, V.",
        TITLE = "Central Subspace Dimensionality Reduction Using Covariance Operators",
        JOURNAL = PAMI,
        VOLUME = "33",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "657-670",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103083"}

@inproceedings{bb106765,
        AUTHOR = "Kim, M.Y. and Pavlovic, V.",
        TITLE = "Dimensionality reduction using covariance operator inverse regression",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103084"}

@article{bb106766,
        AUTHOR = "Kim, M.Y.",
        TITLE = "Time-Series Dimensionality Reduction via Granger Causality",
        JOURNAL = SPLetters,
        VOLUME = "19",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "611-614",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103085"}

@article{bb106767,
        AUTHOR = "Gao, X. and Wang, X. and Tao, D. and Li, X.",
        TITLE = "Supervised Gaussian Process Latent Variable Model for Dimensionality
Reduction",
        JOURNAL = SMC-B,
        VOLUME = "41",
        YEAR = "2011",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "425-434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103086"}

@article{bb106768,
        AUTHOR = "Xiong, H. and Liu, T. and Tao, D. and Shen, H.T.",
        TITLE = "Dual Diversified Dynamical Gaussian Process Latent Variable Model for
Video Repairing",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3626-3637",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103087"}

@article{bb106769,
        AUTHOR = "Wu, J. and Zhang, X.L.",
        TITLE = "Maximum Margin Clustering Based Statistical VAD With Multiple
Observation Compound Feature",
        JOURNAL = SPLetters,
        VOLUME = "18",
        YEAR = "2011",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "283-286",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103088"}

@article{bb106770,
        AUTHOR = "Park, H. and Kwon, H.C.",
        TITLE = "Improved Gini-Index Algorithm to Correct Feature-Selection Bias in Text
Classification",
        JOURNAL = IEICE,
        VOLUME = "E94-D",
        YEAR = "2011",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "855-865",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103089"}

@article{bb106771,
        AUTHOR = "Chang, C.I. and Safavi, H.",
        TITLE = "Progressive dimensionality reduction by transform for hyperspectral
imagery",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "10-11",
        MONTH = "October",
        PAGES = "2760-2773",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103090"}

@article{bb106772,
        AUTHOR = "Wang, R.P. and Shan, S.G. and Chen, X.L. and Chen, J. and Gao, W.",
        TITLE = "Maximal Linear Embedding for Dimensionality Reduction",
        JOURNAL = PAMI,
        VOLUME = "33",
        YEAR = "2011",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1776-1792",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103091"}

@article{bb106773,
        AUTHOR = "Wong, W.K. and Zhao, H.T.",
        TITLE = "Supervised optimal locality preserving projection",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "186-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103092"}

@inproceedings{bb106774,
        AUTHOR = "Lai, Z.H. and Jin, Z. and Wong, W.K.",
        TITLE = "Tangent space discriminant analysis for feature extraction",
        BOOKTITLE = ICIP10,
        YEAR = "2010",
        PAGES = "3793-3796",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103093"}

@article{bb106775,
        AUTHOR = "van de Ville, D. and Kocher, M.",
        TITLE = "Nonlocal Means With Dimensionality Reduction and SURE-Based Parameter
Selection",
        JOURNAL = IP,
        VOLUME = "20",
        YEAR = "2011",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2683-2690",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103094"}

@article{bb106776,
        AUTHOR = "Lazaro Gredilla, M. and van Vaerenbergh, S. and Lawrence, N.D.",
        TITLE = "Overlapping Mixtures of Gaussian Processes for the data association
problem",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1386-1395",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103095"}

@inproceedings{bb106777,
        AUTHOR = "Urtasun, R. and Quattoni, A. and Lawrence, N.D. and Darrell, T.J.",
        TITLE = "Transferring Nonlinear Representations using Gaussian Processes
with a Shared Latent Space",
        BOOKTITLE = CSAIL,
        YEAR = "2008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103096"}

@article{bb106778,
        AUTHOR = "Alvarez, M.A. and Luengo, D. and Lawrence, N.D.",
        TITLE = "Linear Latent Force Models Using Gaussian Processes",
        JOURNAL = PAMI,
        VOLUME = "35",
        YEAR = "2013",
        NUMBER = "11",
        PAGES = "2693-2705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103097"}

@inproceedings{bb106779,
        AUTHOR = "Geiger, A. and Urtasun, R. and Darrell, T.J. and Stiefelhagen, R.",
        TITLE = "Rank Priors for Continuous Non-Linear Dimensionality Reduction",
        BOOKTITLE = CSAIL,
        YEAR = "2008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103098"}

@inproceedings{bb106780,
        AUTHOR = "Geiger, A. and Urtasun, R. and Darrell, T.J.",
        TITLE = "Rank Priors for Continuous Non-Linear Dimensionality Reduction",
        BOOKTITLE = CVPR09,
        YEAR = "2009",
        PAGES = "880-887",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103098"}

@article{bb106781,
        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/pattern601.html#TT103099"}

@article{bb106782,
        AUTHOR = "Zhu, X.F. and Huang, Z. and Shen, H.T. and Cheng, J. and Xu, C.S.",
        TITLE = "Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3003-3016",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103100"}

@article{bb106783,
        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/pattern601.html#TT103101"}

@article{bb106784,
        AUTHOR = "Zhang, Z. and Zhao, M.B. and Chow, T.W.S.",
        TITLE = "Constrained large Margin Local Projection algorithms and extensions for
multimodal dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4466-4493",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103102"}

@article{bb106785,
        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/pattern601.html#TT103103"}

@article{bb106786,
        AUTHOR = "Orlov, N.V. and Eckley, D.M. and Shamir, L. and Goldberg, I.G.",
        TITLE = "Improving class separability using extended pixel planes:
A comparative study",
        JOURNAL = MVA,
        VOLUME = "23",
        YEAR = "2012",
        NUMBER = "5",
        MONTH = "September",
        PAGES = "1047-1058",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103104"}

@article{bb106787,
        AUTHOR = "Hacine Gharbi, A. and Ravier, P. and Harba, R. and Mohamadi, T.",
        TITLE = "Low bias histogram-based estimation of mutual information for feature
selection",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "July",
        PAGES = "1302-1308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103105"}

@article{bb106788,
        AUTHOR = "Hacine Gharbi, A. and Ravier, P.",
        TITLE = "A binning formula of bi-histogram for joint entropy estimation using
mean square error minimization",
        JOURNAL = PRL,
        VOLUME = "101",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "21-28",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103106"}

@article{bb106789,
        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/pattern601.html#TT103107"}

@article{bb106790,
        AUTHOR = "Mu, T.T. and Goulermas, J.Y.",
        TITLE = "Automatic Generation of Co-Embeddings from Relational Data with
Adaptive Shaping",
        JOURNAL = PAMI,
        VOLUME = "35",
        YEAR = "2013",
        NUMBER = "10",
        PAGES = "2340-2356",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103108"}

@article{bb106791,
        AUTHOR = "Wu, Y. and Mu, T.T. and Liatsis, P. and Goulermas, J.Y.",
        TITLE = "Computation of heterogeneous object co-embeddings from relational
measurements",
        JOURNAL = PR,
        VOLUME = "65",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "146-163",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103109"}

@article{bb106792,
        AUTHOR = "Yu, J. and Tao, D.C. and Rui, Y. and Cheng, J.",
        TITLE = "Pairwise constraints based multiview features fusion for scene
classification",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "483-496",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103110"}

@article{bb106793,
        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/pattern601.html#TT103111"}

@article{bb106794,
        AUTHOR = "Zhou, T. and Tao, D.",
        TITLE = "Double Shrinking Sparse Dimension Reduction",
        JOURNAL = IP,
        VOLUME = "22",
        YEAR = "2013",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "244-257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103112"}

@article{bb106795,
        AUTHOR = "Lai, Z.",
        TITLE = "Sparse local discriminant projections for discriminant knowledge
extraction and classification",
        JOURNAL = IET-CV,
        VOLUME = "6",
        YEAR = "2012",
        NUMBER = "6",
        PAGES = "551-559",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103113"}

@article{bb106796,
        AUTHOR = "Cevikalp, H. and Triggs, B.",
        TITLE = "Hyperdisk based large margin classifier",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1523-1531",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103114"}

@inproceedings{bb106797,
        AUTHOR = "Cevikalp, H. and Triggs, B.",
        TITLE = "Large margin classifiers based on convex class models",
        BOOKTITLE = Subspace09,
        YEAR = "2009",
        PAGES = "101-108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103115"}

@article{bb106798,
        AUTHOR = "Cevikalp, H. and Triggs, B.",
        TITLE = "Visual Object Detection Using Cascades of Binary and One-Class
Classifiers",
        JOURNAL = IJCV,
        VOLUME = "123",
        YEAR = "2017",
        NUMBER = "3",
        MONTH = "July",
        PAGES = "334-349",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103116"}

@inproceedings{bb106799,
        AUTHOR = "Cevikalp, H. and Triggs, B.",
        TITLE = "Efficient object detection using cascades of nearest convex model
classifiers",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "3138-3145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT103117"}

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