@article{bb137600,
        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#TT133570"}

@article{bb137601,
        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#TT133571"}

@article{bb137602,
        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#TT133572"}

@article{bb137603,
        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#TT133573"}

@inproceedings{bb137604,
        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#TT133574"}

@inproceedings{bb137605,
        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#TT133575"}

@article{bb137606,
        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#TT133576"}

@article{bb137607,
        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#TT133577"}

@inproceedings{bb137608,
        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#TT133578"}

@article{bb137609,
        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#TT133579"}

@inproceedings{bb137610,
        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#TT133580"}

@article{bb137611,
        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#TT133581"}

@inproceedings{bb137612,
        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#TT133582"}

@article{bb137613,
        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#TT133583"}

@article{bb137614,
        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#TT133584"}

@article{bb137615,
        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#TT133585"}

@article{bb137616,
        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#TT133586"}

@article{bb137617,
        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#TT133587"}

@inproceedings{bb137618,
        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#TT133588"}

@article{bb137619,
        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#TT133589"}

@article{bb137620,
        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#TT133590"}

@inproceedings{bb137621,
        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#TT133591"}

@article{bb137622,
        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#TT133592"}

@article{bb137623,
        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#TT133593"}

@inproceedings{bb137624,
        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#TT133594"}

@article{bb137625,
        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#TT133595"}

@article{bb137626,
        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#TT133596"}

@article{bb137627,
        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#TT133597"}

@article{bb137628,
        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#TT133598"}

@article{bb137629,
        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#TT133599"}

@article{bb137630,
        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#TT133600"}

@article{bb137631,
        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#TT133601"}

@article{bb137632,
        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#TT133602"}

@article{bb137633,
        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#TT133603"}

@article{bb137634,
        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#TT133604"}

@article{bb137635,
        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#TT133605"}

@article{bb137636,
        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#TT133606"}

@article{bb137637,
        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#TT133607"}

@article{bb137638,
        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#TT133608"}

@article{bb137639,
        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#TT133609"}

@article{bb137640,
        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#TT133610"}

@article{bb137641,
        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#TT133611"}

@article{bb137642,
        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#TT133612"}

@article{bb137643,
        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#TT133613"}

@inproceedings{bb137644,
        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#TT133614"}

@article{bb137645,
        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#TT133615"}

@article{bb137646,
        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#TT133616"}

@article{bb137647,
        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#TT133617"}

@article{bb137648,
        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#TT133618"}

@article{bb137649,
        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#TT133619"}

@article{bb137650,
        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#TT133620"}

@article{bb137651,
        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#TT133621"}

@inproceedings{bb137652,
        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#TT133622"}

@article{bb137653,
        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#TT133623"}

@article{bb137654,
        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#TT133624"}

@inproceedings{bb137655,
        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#TT133625"}

@article{bb137656,
        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#TT133626"}

@inproceedings{bb137657,
        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#TT133627"}

@inproceedings{bb137658,
        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#TT133627"}

@article{bb137659,
        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#TT133628"}

@article{bb137660,
        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#TT133629"}

@article{bb137661,
        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#TT133630"}

@article{bb137662,
        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#TT133631"}

@article{bb137663,
        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#TT133632"}

@article{bb137664,
        AUTHOR = "Hofmeyr, D.P.",
        TITLE = "Clustering by Minimum Cut Hyperplanes",
        JOURNAL = PAMI,
        VOLUME = "39",
        YEAR = "2017",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1547-1560",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133633"}

@article{bb137665,
        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#TT133634"}

@article{bb137666,
        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#TT133635"}

@article{bb137667,
        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#TT133636"}

@article{bb137668,
        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#TT133637"}

@article{bb137669,
        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#TT133638"}

@inproceedings{bb137670,
        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#TT133639"}

@article{bb137671,
        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#TT133640"}

@inproceedings{bb137672,
        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#TT133641"}

@article{bb137673,
        AUTHOR = "Cevikalp, H. and Saglamlar, H.",
        TITLE = "Polyhedral Conic Classifiers for Computer Vision Applications and
Open Set Recognition",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "608-622",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133642"}

@article{bb137674,
        AUTHOR = "Cevikalp, H. and Saglamlar, H.",
        TITLE = "Transductive polyhedral conic classifiers for machine learning
applications",
        JOURNAL = PRL,
        VOLUME = "161",
        YEAR = "2022",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133643"}

@inproceedings{bb137675,
        AUTHOR = "Cevikalp, H. and Triggs, B.",
        TITLE = "Polyhedral Conic Classifiers for Visual Object Detection and
Classification",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "4114-4122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133644"}

@article{bb137676,
        AUTHOR = "Cevikalp, H.",
        TITLE = "Best Fitting Hyperplanes for Classification",
        JOURNAL = PAMI,
        VOLUME = "39",
        YEAR = "2017",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1076-1088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133645"}

@inproceedings{bb137677,
        AUTHOR = "Cevikalp, H.",
        TITLE = "2-Sided Best Fitting Hyperplane Classifier",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "226-231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133646"}

@inproceedings{bb137678,
        AUTHOR = "Cevikalp, H. and Triggs, B.",
        TITLE = "Face recognition based on image sets",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "2567-2573",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133647"}

@inproceedings{bb137679,
        AUTHOR = "Cevikalp, H. and Triggs, B. and Jurie, F. and Polikar, R.",
        TITLE = "Margin-based discriminant dimensionality reduction for visual
recognition",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133648"}

@inproceedings{bb137680,
        AUTHOR = "Cevikalp, H. and Yavuz, H.S.",
        TITLE = "Large Margin Classifier Based on Affine Hulls",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "21-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133649"}

@inproceedings{bb137681,
        AUTHOR = "Cevikalp, H.",
        TITLE = "Semi-supervised Distance Metric Learning by Quadratic Programming",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "3352-3355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133650"}

@article{bb137682,
        AUTHOR = "Meng, D.Y. and Leung, Y. and Xu, Z.B.",
        TITLE = "Passage method for nonlinear dimensionality reduction of data on
multi-cluster manifolds",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2175-2186",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133651"}

@article{bb137683,
        AUTHOR = "Kapoor, R. and Gupta, R.",
        TITLE = "Non-linear dimensionality reduction using fuzzy lattices",
        JOURNAL = IET-CV,
        VOLUME = "7",
        YEAR = "2013",
        NUMBER = "3",
        PAGES = "-",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133652"}

@article{bb137684,
        AUTHOR = "Kapoor, R. and Gupta, R.",
        TITLE = "Morphological mapping for non-linear dimensionality reduction",
        JOURNAL = IET-CV,
        VOLUME = "9",
        YEAR = "2015",
        NUMBER = "2",
        PAGES = "226-233",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133653"}

@article{bb137685,
        AUTHOR = "Gao, Q. and Gao, F. and Zhang, H. and Hao, X.J. and Wang, X.",
        TITLE = "Two-Dimensional Maximum Local Variation Based on Image Euclidean
Distance for Face Recognition",
        JOURNAL = IP,
        VOLUME = "22",
        YEAR = "2013",
        NUMBER = "10",
        PAGES = "3807-3817",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133654"}

@article{bb137686,
        AUTHOR = "Tao, D.C. and Jin, L. and Yang, Z. and Li, X.L.",
        TITLE = "Rank Preserving Sparse Learning for Kinect Based Scene Classification",
        JOURNAL = Cyber,
        VOLUME = "43",
        YEAR = "2013",
        NUMBER = "5",
        PAGES = "1406-1417",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133655"}

@article{bb137687,
        AUTHOR = "Gonen, M.",
        TITLE = "Bayesian Supervised Dimensionality Reduction",
        JOURNAL = Cyber,
        VOLUME = "43",
        YEAR = "2013",
        NUMBER = "6",
        PAGES = "2179-2189",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133656"}

@article{bb137688,
        AUTHOR = "Zhu, L. and Huang, D.S.",
        TITLE = "A Rayleigh-Ritz style method for large-scale discriminant analysis",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "4",
        PAGES = "1698-1708",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133657"}

@article{bb137689,
        AUTHOR = "Wang, S.J. and Yan, S.C. and Yang, J. and Zhou, C.G. and Fu, X.L.",
        TITLE = "A General Exponential Framework for Dimensionality Reduction",
        JOURNAL = IP,
        VOLUME = "23",
        YEAR = "2014",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "920-930",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133658"}

@article{bb137690,
        AUTHOR = "Sun, W.W. and Halevy, A. and Benedetto, J.J. and Czaja, W. and Liu, C. and Wu, H.B. and Shi, B.Q. and Li, W.Y.",
        TITLE = "UL-Isomap based nonlinear dimensionality reduction for hyperspectral
imagery classification",
        JOURNAL = PandRS,
        VOLUME = "89",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "25-36",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133659"}

@article{bb137691,
        AUTHOR = "He, J.R. and Ding, L.X. and Jiang, L. and Li, Z.K. and Hu, Q.H.",
        TITLE = "Intrinsic dimensionality estimation based on manifold assumption",
        JOURNAL = JVCIR,
        VOLUME = "25",
        YEAR = "2014",
        NUMBER = "5",
        PAGES = "740-747",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133660"}

@article{bb137692,
        AUTHOR = "Cui, Y. and Fan, L.",
        TITLE = "A novel supervised dimensionality reduction algorithm:
Graph-based Fisher analysis",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        PAGES = "1471-1481",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133661"}

@article{bb137693,
        AUTHOR = "Wong, W.K.",
        TITLE = "Discover latent discriminant information for dimensionality
reduction: Non-negative Sparseness Preserving Embedding",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "4",
        PAGES = "1511-1523",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133662"}

@article{bb137694,
        AUTHOR = "Orsenigo, C.",
        TITLE = "An improved set covering problem for Isomap supervised landmark
selection",
        JOURNAL = PRL,
        VOLUME = "49",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "131-137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133663"}

@article{bb137695,
        AUTHOR = "Wang, B.H. and Lin, C. and Zhao, X.F. and Lu, Z.M.",
        TITLE = "Neighbourhood sensitive preserving embedding for pattern
classification",
        JOURNAL = IET-IPR,
        VOLUME = "8",
        YEAR = "2014",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "489-497",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133664"}

@inproceedings{bb137696,
        AUTHOR = "Pang, M. and Wang, B.H. and Fan, X. and Lin, C.",
        TITLE = "Discriminant Manifold Learning via Sparse Coding for Image Analysis",
        BOOKTITLE = MMMod16,
        YEAR = "2016",
        PAGES = "II: 244-255",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133665"}

@article{bb137697,
        AUTHOR = "Ardeshiri, T. and Granstrom, K. and Ozkan, E. and Orguner, U.",
        TITLE = "Greedy Reduction Algorithms for Mixtures of Exponential Family",
        JOURNAL = SPLetters,
        VOLUME = "22",
        YEAR = "2015",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "676-680",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133666"}

@article{bb137698,
        AUTHOR = "Johnsson, K. and Soneson, C. and Fontes, M.",
        TITLE = "Low Bias Local Intrinsic Dimension Estimation from Expected Simplex
Skewness",
        JOURNAL = PAMI,
        VOLUME = "37",
        YEAR = "2015",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "196-202",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133667"}

@article{bb137699,
        AUTHOR = "Song, M.P. and Chang, C.I.",
        TITLE = "A Theory of Recursive Orthogonal Subspace Projection for
Hyperspectral Imaging",
        JOURNAL = GeoRS,
        VOLUME = "53",
        YEAR = "2015",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3055-3072",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133668"}

Last update:Apr 6, 2026 at 11:28:57