@article{bb137700,
        AUTHOR = "Shi, Y. and Lei, M.L. and Yang, H. and Niu, L.F.",
        TITLE = "Diffusion network embedding",
        JOURNAL = PR,
        VOLUME = "88",
        YEAR = "2019",
        PAGES = "518-531",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133669"}

@article{bb137701,
        AUTHOR = "Hoyos Idrobo, A. and Varoquaux, G. and Kahn, J. and Thirion, B.",
        TITLE = "Recursive Nearest Agglomeration (ReNA):
Fast Clustering for Approximation of Structured Signals",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "669-681",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133670"}

@article{bb137702,
        AUTHOR = "Luo, T. and Hou, C. and Nie, F. and Yi, D.",
        TITLE = "Dimension Reduction for Non-Gaussian Data by Adaptive Discriminative
Analysis",
        JOURNAL = Cyber,
        VOLUME = "49",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "933-946",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133671"}

@article{bb137703,
        AUTHOR = "Najafabadi, A.A.S. and Azar, F.T.",
        TITLE = "Removing redundancy data with preserving the structure and visuality in
a database",
        JOURNAL = SIViP,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "June",
        PAGES = "745-752",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133672"}

@article{bb137704,
        AUTHOR = "Ali, M. and Jones, M.W. and Xie, X.H. and Williams, M.",
        TITLE = "TimeCluster: dimension reduction applied to temporal data for visual
analytics",
        JOURNAL = VC,
        VOLUME = "35",
        YEAR = "2018",
        NUMBER = "6-8",
        MONTH = "June",
        PAGES = "1013-1026",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133673"}

@article{bb137705,
        AUTHOR = "Wu, W. and Kwong, S. and Hou, J. and Jia, Y. and Ip, H.H.S.",
        TITLE = "Simultaneous Dimensionality Reduction and Classification via Dual
Embedding Regularized Nonnegative Matrix Factorization",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3836-3847",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133674"}

@article{bb137706,
        AUTHOR = "Garcia Vega, S. and Castellanos Dominguez, G.",
        TITLE = "Similarity preservation in dimensionality reduction using a
kernel-based cost function",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "318-324",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133675"}

@article{bb137707,
        AUTHOR = "Bai, C.Z. and Zhang, R. and Xu, Z.S. and Cheng, R. and Jin, B.G. and Chen, J.",
        TITLE = "L1-norm-based kernel entropy components",
        JOURNAL = PR,
        VOLUME = "96",
        YEAR = "2019",
        PAGES = "106990",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133676"}

@article{bb137708,
        AUTHOR = "Shen, X.J. and Liu, S.X. and Bao, B.K. and Pan, C.H. and Zha, Z.J. and Fan, J.P.",
        TITLE = "A generalized least-squares approach regularized with graph embedding
for dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "98",
        YEAR = "2020",
        PAGES = "107023",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133677"}

@article{bb137709,
        AUTHOR = "Abdi, L. and Ghodsi, A.",
        TITLE = "Discriminant component analysis via distance correlation maximization",
        JOURNAL = PR,
        VOLUME = "98",
        YEAR = "2020",
        PAGES = "107052",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133678"}

@article{bb137710,
        AUTHOR = "He, L. and Ye, J.M. and E, J.W.",
        TITLE = "Robust L1-norm two-dimensional collaborative representation-based
projection for dimensionality reduction",
        JOURNAL = SP:IC,
        VOLUME = "81",
        YEAR = "2020",
        PAGES = "115684",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133679"}

@article{bb137711,
        AUTHOR = "de Handschutter, P. and Gillis, N. and Vandaele, A. and Siebert, X.",
        TITLE = "Near-Convex Archetypal Analysis",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
        PAGES = "81-85",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133680"}

@article{bb137712,
        AUTHOR = "Garcia Vega, S. and Leon Gomez, E.A. and Castellanos Dominguez, G.",
        TITLE = "A time-series prediction framework using sequential learning
algorithms and dimensionality reduction within a sparsification
approach",
        JOURNAL = PRL,
        VOLUME = "129",
        YEAR = "2020",
        PAGES = "287-292",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133681"}

@article{bb137713,
        AUTHOR = "Breger, A. and Orlando, J.I. and Harar, P. and Dorfler, M. and Klimscha, S. and Grechenig, C. and Gerendas, B.S. and Schmidt Erfurth, U. and Ehler, M.",
        TITLE = "On Orthogonal Projections for Dimension Reduction and Applications in
Augmented Target Loss Functions for Learning Problems",
        JOURNAL = JMIV,
        VOLUME = "62",
        YEAR = "2020",
        NUMBER = "3",
        MONTH = "April",
        PAGES = "376-394",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133682"}

@article{bb137714,
        AUTHOR = "Ehler, M. and Schmidt Erfurth, U. and Gerendas, B.S. and Grechenig, C. and Klimscha, S. and Dorfler, M. and Harar, P. and Orlando, J.I. and Breger, A.",
        TITLE = "On Orthogonal Projections for Dimension Reduction and Applications in
Augmented Target Loss Functions for Learning Problems",
        JOURNAL = JMIV,
        VOLUME = "62",
        YEAR = "2020",
        NUMBER = "3",
        MONTH = "April",
        PAGES = "395",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133682"}

@article{bb137715,
        AUTHOR = "Masoudimansour, W. and Bouguila, N.",
        TITLE = "Supervised dimensionality reduction of proportional data using
mixture estimation",
        JOURNAL = PR,
        VOLUME = "105",
        YEAR = "2020",
        PAGES = "107379",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133683"}

@inproceedings{bb137716,
        AUTHOR = "Masoudimansour, W. and Bouguila, N.",
        TITLE = "Dimensionality Reduction of Proportional Data Through Data Separation
Using Dirichlet Distribution",
        BOOKTITLE = ICIAR15,
        YEAR = "2015",
        PAGES = "141-149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133684"}

@article{bb137717,
        AUTHOR = "Zhao, C. and Mao, X. and Chen, M. and Yu, C.",
        TITLE = "Continuous Approximation Based Dimension-Reduced Estimation for
Arbitrary Sampling",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
        PAGES = "1080-1084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133685"}

@article{bb137718,
        AUTHOR = "Long, T.H. and Sun, Y.F. and Gao, J.B. and Hu, Y.L. and Yin, B.C.",
        TITLE = "Locality preserving projection based on Euler representation",
        JOURNAL = JVCIR,
        VOLUME = "70",
        YEAR = "2020",
        PAGES = "102796",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133686"}

@article{bb137719,
        AUTHOR = "Luo, F. and Zhang, L. and Du, B. and Zhang, L.",
        TITLE = "Dimensionality Reduction With Enhanced Hybrid-Graph Discriminant
Learning for Hyperspectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "5336-5353",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133687"}

@article{bb137720,
        AUTHOR = "Atienza, N. and Gonzalez Diaz, R. and Soriano Trigueros, M.",
        TITLE = "On the stability of persistent entropy and new summary functions for
topological data analysis",
        JOURNAL = PR,
        VOLUME = "107",
        YEAR = "2020",
        PAGES = "107509",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133688"}

@article{bb137721,
        AUTHOR = "Tasoulis, S. and Pavlidis, N.G. and Roos, T.",
        TITLE = "Nonlinear dimensionality reduction for clustering",
        JOURNAL = PR,
        VOLUME = "107",
        YEAR = "2020",
        PAGES = "107508",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133689"}

@article{bb137722,
        AUTHOR = "Wang, Z. and Nie, F. and Zhang, C. and Wang, R. and Li, X.",
        TITLE = "Capped L_p-Norm LDA for Outliers Robust Dimension Reduction",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
        PAGES = "1315-1319",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133690"}

@article{bb137723,
        AUTHOR = "Ahmadi, S. and Rezghi, M.",
        TITLE = "Generalized low-rank approximation of matrices based on multiple
transformation pairs",
        JOURNAL = PR,
        VOLUME = "108",
        YEAR = "2020",
        PAGES = "107545",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133691"}

@article{bb137724,
        AUTHOR = "Eftekhari, A. and Hauser, R.A. and Grammenos, A.",
        TITLE = "MOSES: A Streaming Algorithm for Linear Dimensionality Reduction",
        JOURNAL = PAMI,
        VOLUME = "42",
        YEAR = "2020",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2901-2911",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133692"}

@article{bb137725,
        AUTHOR = "Zhang, S. and Ma, Z. and Gan, W.",
        TITLE = "Dimensionality Reduction for Tensor Data Based on Local Decision
Margin Maximization",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "234-248",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133693"}

@article{bb137726,
        AUTHOR = "Hu, H. and Feng, D. and Yang, F.",
        TITLE = "A Promising Nonlinear Dimensionality Reduction Method: Kernel-Based
Within Class Collaborative Preserving Discriminant Projection",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
        PAGES = "2034-2038",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133694"}

@article{bb137727,
        AUTHOR = "Gao, Y.L. and Zhong, S.X. and Hu, K.L. and Pan, J.Y.",
        TITLE = "Robust locality preserving projections using angle-based adaptive
weight method",
        JOURNAL = IET-CV,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "8",
        MONTH = "December",
        PAGES = "605-613",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133695"}

@article{bb137728,
        AUTHOR = "Wang, Z. and Nie, F.P. and Wang, R. and Yang, H. and Li, X.L.",
        TITLE = "Local structured feature learning with dynamic maximum entropy graph",
        JOURNAL = PR,
        VOLUME = "111",
        YEAR = "2021",
        PAGES = "107673",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133696"}

@article{bb137729,
        AUTHOR = "Zhao, Y.P. and Chen, L. and Chen, C.L.P.",
        TITLE = "Laplacian Regularized Nonnegative Representation for Clustering and
Dimensionality Reduction",
        JOURNAL = CirSysVideo,
        VOLUME = "31",
        YEAR = "2021",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "1-14",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133697"}

@article{bb137730,
        AUTHOR = "Nie, F.P. and Wang, Z. and Wang, R. and Wang, Z. and Li, X.L.",
        TITLE = "Towards Robust Discriminative Projections Learning via Non-Greedy
L_2,1-Norm MinMax",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2086-2100",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133698"}

@article{bb137731,
        AUTHOR = "Wang, Z. and Nie, F.P. and Zhang, C. and Wang, R. and Li, X.L.",
        TITLE = "Worst-Case Discriminative Feature Learning via Max-Min Ratio Analysis",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "641-658",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133699"}

@article{bb137732,
        AUTHOR = "Lee, J. and Kim, J.H. and Oh, H.S.",
        TITLE = "Spherical Principal Curves",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2165-2171",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133700"}

@article{bb137733,
        AUTHOR = "Niu, G. and Ma, Z.M.",
        TITLE = "Tensor dimensionality reduction via mode product and HSIC",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "12",
        PAGES = "2986-3002",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133701"}

@article{bb137734,
        AUTHOR = "Lai, Z.H. and Yu, Z. and Kong, H. and Shen, L.L.",
        TITLE = "Two-dimensional jointly sparse robust discriminant regression",
        JOURNAL = SP:IC,
        VOLUME = "98",
        YEAR = "2021",
        PAGES = "116391",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133702"}

@article{bb137735,
        AUTHOR = "Chen, J. and Liao, L. and Zhang, W. and Du, L.",
        TITLE = "Mixture factor analysis with distance metric constraint for
dimensionality reduction",
        JOURNAL = PR,
        VOLUME = "121",
        YEAR = "2022",
        PAGES = "108156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133703"}

@article{bb137736,
        AUTHOR = "Islam, M.T. and Xing, L.",
        TITLE = "Geometry and statistics-preserving manifold embedding for nonlinear
dimensionality reduction",
        JOURNAL = PRL,
        VOLUME = "151",
        YEAR = "2021",
        PAGES = "155-162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133704"}

@article{bb137737,
        AUTHOR = "Kay, S.",
        TITLE = "Dimensionality Reduction for Signal Detection",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "145-148",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133705"}

@article{bb137738,
        AUTHOR = "Zhou, R.X. and Gao, W.S. and Ding, D.W. and Liu, W.D.",
        TITLE = "Supervised dimensionality reduction technology of generalized
discriminant component analysis and its kernelization forms",
        JOURNAL = PR,
        VOLUME = "124",
        YEAR = "2022",
        PAGES = "108450",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133706"}

@article{bb137739,
        AUTHOR = "Xing, S.S. and Islam, M.T.",
        TITLE = "Utilizing differential characteristics of high dimensional data as a
mechanism for dimensionality reduction",
        JOURNAL = PRL,
        VOLUME = "157",
        YEAR = "2022",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133707"}

@article{bb137740,
        AUTHOR = "Nie, F.P. and Zhao, X.W. and Wang, R. and Li, X.L.",
        TITLE = "Fast Locality Discriminant Analysis With Adaptive Manifold Embedding",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "9315-9330",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133708"}

@article{bb137741,
        AUTHOR = "Tan, C. and Chen, S. and Geng, X. and Ji, G.L.",
        TITLE = "A label distribution manifold learning algorithm",
        JOURNAL = PR,
        VOLUME = "135",
        YEAR = "2023",
        PAGES = "109112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133709"}

@article{bb137742,
        AUTHOR = "Lu, Q. and Karanikolas, G.V. and Giannakis, G.B.",
        TITLE = "Incremental Ensemble Gaussian Processes",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1876-1893",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133710"}

@article{bb137743,
        AUTHOR = "Yan, W.Z. and Yang, M. and Li, Y.",
        TITLE = "Robust Low Rank and Sparse Representation for Multiple Kernel
Dimensionality Reduction",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "1-15",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133711"}

@article{bb137744,
        AUTHOR = "Li, T. and Tan, L. and Huang, Z.H. and Tao, Q.H. and Liu, Y.P. and Huang, X.L.",
        TITLE = "Low Dimensional Trajectory Hypothesis is True: DNNs Can Be Trained in
Tiny Subspaces",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3411-3420",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133712"}

@article{bb137745,
        AUTHOR = "Qiu, H.Q. and Yang, Y.L. and Pan, H.",
        TITLE = "Underestimation modification for intrinsic dimension estimation",
        JOURNAL = PR,
        VOLUME = "140",
        YEAR = "2023",
        PAGES = "109580",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133713"}

@article{bb137746,
        AUTHOR = "Wang, X. and Zhu, J.X. and Xu, Z.C. and Ren, K.J. and Liu, X.W. and Wang, F.Y.",
        TITLE = "Local nonlinear dimensionality reduction via preserving the geometric
structure of data",
        JOURNAL = PR,
        VOLUME = "143",
        YEAR = "2023",
        PAGES = "109663",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133714"}

@article{bb137747,
        AUTHOR = "Tezekbayev, M.",
        TITLE = "Autoencoders for a manifold learning problem with a Jacobian rank
constraint",
        JOURNAL = PR,
        VOLUME = "143",
        YEAR = "2023",
        PAGES = "109777",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133715"}

@article{bb137748,
        AUTHOR = "Nellas, I.A. and Tasoulis, S.K. and Georgakopoulos, S.V. and Plagianakos, V.P.",
        TITLE = "Two phase cooperative learning for supervised dimensionality
reduction",
        JOURNAL = PR,
        VOLUME = "144",
        YEAR = "2023",
        PAGES = "109871",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133716"}

@article{bb137749,
        AUTHOR = "Pal, S. and Valkanas, A. and Coates, M.",
        TITLE = "Population Monte Carlo With Normalizing Flow",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "16-20",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133717"}

@article{bb137750,
        AUTHOR = "Lai, Z.H. and Chen, F. and Wen, J.J.",
        TITLE = "Multi-view robust regression for feature extraction",
        JOURNAL = PR,
        VOLUME = "149",
        YEAR = "2024",
        PAGES = "110219",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133718"}

@article{bb137751,
        AUTHOR = "Bui, A.T.",
        TITLE = "Dimension Reduction With Prior Information for Knowledge Discovery",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3625-3636",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133719"}

@article{bb137752,
        AUTHOR = "Wang, J.Y. and Yin, H.H. and Nie, F.P. and Li, X.L.",
        TITLE = "Adaptive and fuzzy locality discriminant analysis for dimensionality
reduction",
        JOURNAL = PR,
        VOLUME = "151",
        YEAR = "2024",
        PAGES = "110382",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133720"}

@inproceedings{bb137753,
        AUTHOR = "Yates, D. and Sevil, H.E. and Mahyari, A.",
        TITLE = "Common and Unique Representation Deep Embedded Clustering",
        BOOKTITLE = ICIP25,
        YEAR = "2025",
        PAGES = "611-616",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133721"}

@inproceedings{bb137754,
        AUTHOR = "Dages, T. and Weber, S. and Lin, Y.W.E. and Talmon, R. and Cremers, D. and Lindenbaum, M. and Bruckstein, A.M. and Kimmel, R.",
        TITLE = "Finsler Multi-Dimensional Scaling: Manifold Learning for Asymmetric
Dimensionality Reduction and Embedding",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "25842-25853",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133722"}

@inproceedings{bb137755,
        AUTHOR = "Mankovich, N. and Santamaria, I. and Camps Valls, G. and Birdal, T.",
        TITLE = "A Flag Decomposition for Hierarchical Datasets",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "18738-18748",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133723"}

@inproceedings{bb137756,
        AUTHOR = "Leygonie, R. and Lobry, S. and Vimont, G. and Wendling, L.",
        TITLE = "Transforming Multidimensional Data into Images to Overcome the Curse
of Dimensionality",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "700-704",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133724"}

@inproceedings{bb137757,
        AUTHOR = "Gilet, C. and Deprez, M. and Barbry, P. and Caillau, J.B. and Barlaud, M.",
        TITLE = "Efficient Clustering Using Alternating Minimization And A
Projection-Gradient Method For Dimension Reduction",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "176-180",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133725"}

@inproceedings{bb137758,
        AUTHOR = "Guo, Y.H. and Wang, X.D. and Chen, Y. and Yu, S.X.",
        TITLE = "Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133726"}

@inproceedings{bb137759,
        AUTHOR = "Guo, Y.H. and Guo, H.R. and Yu, S.X.",
        TITLE = "CO-SNE: Dimensionality Reduction and Visualization for Hyperbolic
Data",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "11-20",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133727"}

@inproceedings{bb137760,
        AUTHOR = "Sarfraz, M.S. and Koulakis, M. and Seibold, C. and Stiefelhagen, R.",
        TITLE = "Hierarchical Nearest Neighbor Graph Embedding for Efficient
Dimensionality Reduction",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "336-345",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133728"}

@inproceedings{bb137761,
        AUTHOR = "Fan, X. and Yang, C.H. and Vemuri, B.C.",
        TITLE = "Nested Hyperbolic Spaces for Dimensionality Reduction and Hyperbolic
NN Design",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "356-365",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133729"}

@inproceedings{bb137762,
        AUTHOR = "Litany, O. and Morcos, A. and Sridhar, S. and Guibas, L.J. and Hoffman, J.",
        TITLE = "Representation Learning Through Latent Canonicalizations",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "645-654",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133730"}

@inproceedings{bb137763,
        AUTHOR = "Jordao, A. and Lie, M. and Cunha de Melo, V.H. and Schwartz, W.R.",
        TITLE = "Covariance-free Partial Least Squares: An Incremental Dimensionality
Reduction Method",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "1420-1428",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133731"}

@inproceedings{bb137764,
        AUTHOR = "Sheikhi, G. and Altncay, H.",
        TITLE = "Supervised Feature Embedding for Classification by Learning
Rank-based Neighborhoods",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9340-9347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133732"}

@inproceedings{bb137765,
        AUTHOR = "Becker, M. and Lippel, J. and Zielke, T.",
        TITLE = "Dimensionality Reduction for Data Visualization and Linear
Classification, and the Trade-off between Robustness and
Classification Accuracy",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "6478-6485",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133733"}

@inproceedings{bb137766,
        AUTHOR = "Jiang, B. and Shen, M.",
        TITLE = "Dimensionality Reduction Via Diffusion Map Improved With Supervised
Linear Projection",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "1796-1800",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133734"}

@inproceedings{bb137767,
        AUTHOR = "Allaoui, M. and Kherfi, M.L. and Cheriet, A.",
        TITLE = "Considerably Improving Clustering Algorithms Using Umap Dimensionality
Reduction Technique: A Comparative Study",
        BOOKTITLE = ICISP20,
        YEAR = "2020",
        PAGES = "317-325",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133735"}

@inproceedings{bb137768,
        AUTHOR = "Kachan, O.",
        TITLE = "Persistent Homology-based Projection Pursuit",
        BOOKTITLE = Diff-CVML20,
        YEAR = "2020",
        PAGES = "3744-3751",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133736"}

@inproceedings{bb137769,
        AUTHOR = "Gong, S. and Boddeti, V.N. and Jain, A.K.",
        TITLE = "On the Intrinsic Dimensionality of Image Representations",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "3982-3991",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133737"}

@inproceedings{bb137770,
        AUTHOR = "Zhang, Y.S. and Xing, J.R. and Zhang, M.M.",
        TITLE = "Mixture Probabilistic Principal Geodesic Analysis",
        BOOKTITLE = MFCA19,
        YEAR = "2019",
        PAGES = "196-208",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133738"}

@inproceedings{bb137771,
        AUTHOR = "Zhang, J. and Wang, J.",
        TITLE = "Linear Discriminative Sparsity Preserving Projections for
Dimensionality Reduction",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "159-164",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133739"}

@inproceedings{bb137772,
        AUTHOR = "Luo, X. and Durrant, R.J.",
        TITLE = "Maximum Gradient Dimensionality Reduction",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "501-506",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133740"}

@inproceedings{bb137773,
        AUTHOR = "Chen, S. and Lee, Y. and Wang, J.",
        TITLE = "Locality Preserving Discriminative Complex-Valued Latent Variable
Model",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1169-1174",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133741"}

@inproceedings{bb137774,
        AUTHOR = "Liu, X.F. and Li, Z.F. and Kong, L.S. and Diao, Z.H. and Yan, J.L. and Zou, Y. and Yang, C. and Jia, P. and You, J.",
        TITLE = "A joint optimization framework of low-dimensional projection and
collaborative representation for discriminative classification",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1493-1498",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133742"}

@inproceedings{bb137775,
        AUTHOR = "Zhang, H. and Gabbouj, M.",
        TITLE = "Feature Dimensionality Reduction with Graph Embedding and Generalized
Hamming Distance",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "1083-1087",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133743"}

@inproceedings{bb137776,
        AUTHOR = "Li, Y.",
        TITLE = "Locally preserving projection on symmetric positive definite matrix
lie group",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "1217-1221",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133744"}

@inproceedings{bb137777,
        AUTHOR = "Sun, Z.H. and Hoogs, A.",
        TITLE = "Compact image representation by binary component analysis",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "2771-2775",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133745"}

@inproceedings{bb137778,
        AUTHOR = "Kloss, R.B. and Jordao, A. and Schwartz, W.R.",
        TITLE = "Boosted Projection: An Ensemble of Transformation Models",
        BOOKTITLE = CIARP17,
        YEAR = "2017",
        PAGES = "331-338",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133746"}

@inproceedings{bb137779,
        AUTHOR = "Griparis, A. and Faur, D. and Datcu, M.",
        TITLE = "Evaluation of Dimensionality Reduction Methods for Remote Sensing
Images Using Classification and 3D Visualization",
        BOOKTITLE = ACIVS17,
        YEAR = "2017",
        PAGES = "203-211",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133747"}

@inproceedings{bb137780,
        AUTHOR = "Mehta, A. and Sekhar, C.C.",
        TITLE = "Kernel Entropy Discriminant Analysis for Dimension Reduction",
        BOOKTITLE = PReMI17,
        YEAR = "2017",
        PAGES = "35-42",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133748"}

@inproceedings{bb137781,
        AUTHOR = "Yoshiyasu, Y. and Yoshida, E.",
        TITLE = "Nonlinear dimensionality reduction by curvature minimization",
        BOOKTITLE = ICPR16,
        YEAR = "2016",
        PAGES = "3590-3596",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133749"}

@inproceedings{bb137782,
        AUTHOR = "Chung, A.G. and Shafiee, M.J. and Wong, A.",
        TITLE = "Random feature maps via a Layered Random Projection (LARP) framework
for object classification",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "246-250",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133750"}

@inproceedings{bb137783,
        AUTHOR = "Rui, L. and Nejati, H. and Cheung, N.M.",
        TITLE = "Dimensionality reduction of brain imaging data using graph signal
processing",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "1329-1333",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133751"}

@inproceedings{bb137784,
        AUTHOR = "Huang, S. and Tran, T.D.",
        TITLE = "Dimensionality reduction for image classification via mutual
information maximization",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "509-513",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133752"}

@inproceedings{bb137785,
        AUTHOR = "Kirishanthy, T. and Ramanan, A.",
        TITLE = "Creating Compact and Discriminative Visual Vocabularies Using Visual
Bits",
        BOOKTITLE = DICTA15,
        YEAR = "2015",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133753"}

@inproceedings{bb137786,
        AUTHOR = "Fang, X.Z. and Xu, Y. and Zhang, Z. and Lai, Z.H. and Shen, L.L.",
        TITLE = "Orthogonal self-guided similarity preserving projections",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "344-348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133754"}

@inproceedings{bb137787,
        AUTHOR = "Zhang, L. and Peng, P.P. and Xiang, X.Z. and Zhen, X.T.",
        TITLE = "Dimensionality reduction by supervised locality analysis",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "1488-1492",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133755"}

@inproceedings{bb137788,
        AUTHOR = "Czolombitko, M. and Stepaniuk, J.",
        TITLE = "Generating Core Based on Discernibility Measure and MapReduce",
        BOOKTITLE = PReMI15,
        YEAR = "2015",
        PAGES = "367-376",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133756"}

@inproceedings{bb137789,
        AUTHOR = "Honko, P.",
        TITLE = "Scalability of Data Decomposition Based Algorithms:
Attribute Reduction Problem",
        BOOKTITLE = PReMI15,
        YEAR = "2015",
        PAGES = "387-396",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133757"}

@inproceedings{bb137790,
        AUTHOR = "Duntsch, I. and Gediga, G.",
        TITLE = "Simplifying Contextual Structures",
        BOOKTITLE = PReMI15,
        YEAR = "2015",
        PAGES = "23-32",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133758"}

@inproceedings{bb137791,
        AUTHOR = "Campadelli, P. and Casiraghi, E. and Ceruti, C.",
        TITLE = "Neighborhood Selection for Dimensionality Reduction",
        BOOKTITLE = CIAP15,
        YEAR = "2015",
        PAGES = "I:183-191",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133759"}

@inproceedings{bb137792,
        AUTHOR = "Banerjee, M. and Islam, S.M.",
        TITLE = "Tackling Curse of Dimensionality for Efficient Content Based Image
Retrieval",
        BOOKTITLE = PReMI15,
        YEAR = "2015",
        PAGES = "149-158",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133760"}

@inproceedings{bb137793,
        AUTHOR = "Wang, S. and Wang, C.",
        TITLE = "Research on dimension reduction method for hyperspectral remote sensing
image based on global mixture coordination factor analysis",
        BOOKTITLE = IWIDF15,
        YEAR = "2015",
        PAGES = "159-167",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133761"}

@inproceedings{bb137794,
        AUTHOR = "Qiu, Q.A. and Sapiro, G.",
        TITLE = "Learning compressed image classification features",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "5761-5765",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133762"}

@inproceedings{bb137795,
        AUTHOR = "Zhao, Z. and Feng, G.",
        TITLE = "A Dictionary-Based Algorithm for Dimensionality Reduction and Data
Reconstruction",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1556-1561",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133763"}

@inproceedings{bb137796,
        AUTHOR = "Nie, S.Q. and Ji, Q.A.",
        TITLE = "Feature Learning Using Bayesian Linear Regression Model",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1502-1507",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133764"}

@inproceedings{bb137797,
        AUTHOR = "Huang, P.H. and Huang, Y. and Wang, W. and Wang, L.",
        TITLE = "Deep Embedding Network for Clustering",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1532-1537",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133765"}

@inproceedings{bb137798,
        AUTHOR = "Huang, S. and Elgammal, A.M. and Huangfu, L. and Yang, D. and Zhang, X.H.",
        TITLE = "Globality-Locality Preserving Projections for Biometric Data
Dimensionality Reduction",
        BOOKTITLE = Biometrics14,
        YEAR = "2014",
        PAGES = "15-20",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133766"}

@inproceedings{bb137799,
        AUTHOR = "Zhao, B. and Xing, E.P.",
        TITLE = "Hierarchical Feature Hashing for Fast Dimensionality Reduction",
        BOOKTITLE = CVPR14,
        YEAR = "2014",
        PAGES = "2051-2058",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT133767"}

Last update:Mar 28, 2026 at 17:09:41