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        JOURNAL = IET-IPR,
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@article{bb139758,
        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,
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@article{bb139759,
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dimensionality reduction",
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@article{bb139760,
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        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#TT135723"}

@article{bb139761,
        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#TT135724"}

@article{bb139762,
        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",
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@article{bb139763,
        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#TT135726"}

@article{bb139764,
        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#TT135727"}

@article{bb139765,
        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",
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@article{bb139766,
        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#TT135729"}

@article{bb139767,
        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#TT135730"}

@article{bb139768,
        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#TT135731"}

@article{bb139769,
        AUTHOR = "Qiu, H.Q. and Yang, Y.L. and Pan, H.",
        TITLE = "Underestimation modification for intrinsic dimension estimation",
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@article{bb139770,
        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,
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@article{bb139771,
        AUTHOR = "Tezekbayev, M.",
        TITLE = "Autoencoders for a manifold learning problem with a Jacobian rank
constraint",
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@article{bb139772,
        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",
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@article{bb139773,
        AUTHOR = "Pal, S. and Valkanas, A. and Coates, M.",
        TITLE = "Population Monte Carlo With Normalizing Flow",
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@article{bb139774,
        AUTHOR = "Lai, Z.H. and Chen, F. and Wen, J.J.",
        TITLE = "Multi-view robust regression for feature extraction",
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@article{bb139775,
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        TITLE = "Dimension Reduction With Prior Information for Knowledge Discovery",
        JOURNAL = PAMI,
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@article{bb139776,
        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",
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@inproceedings{bb139777,
        AUTHOR = "Yates, D. and Sevil, H.E. and Mahyari, A.",
        TITLE = "Common and Unique Representation Deep Embedded Clustering",
        BOOKTITLE = ICIP25,
        YEAR = "2025",
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@inproceedings{bb139778,
        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.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern601.html#TT135741"}

@inproceedings{bb139779,
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@inproceedings{bb139780,
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@inproceedings{bb139781,
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@inproceedings{bb139782,
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@inproceedings{bb139783,
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@inproceedings{bb139784,
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@inproceedings{bb139785,
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@inproceedings{bb139786,
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@inproceedings{bb139787,
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@inproceedings{bb139799,
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