@article{bb124000,
        AUTHOR = "Zollanvari, A. and Abibullaev, B.",
        TITLE = "Bias correction for linear discriminant analysis",
        JOURNAL = PRL,
        VOLUME = "151",
        YEAR = "2021",
        PAGES = "41-47",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120088"}

@article{bb124001,
        AUTHOR = "Sofuoglu, S.E. and Aviyente, S.",
        TITLE = "Multi-Branch Tensor Network Structure for Tensor-Train Discriminant
Analysis",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "8926-8938",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120089"}

@article{bb124002,
        AUTHOR = "Zhu, F. and Gao, J.B. and Yang, J. and Ye, N.",
        TITLE = "Neighborhood linear discriminant analysis",
        JOURNAL = PR,
        VOLUME = "123",
        YEAR = "2022",
        PAGES = "108422",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120090"}

@article{bb124003,
        AUTHOR = "Dufrenois, F.",
        TITLE = "Incremental and compressible kernel null discriminant analysis",
        JOURNAL = PR,
        VOLUME = "127",
        YEAR = "2022",
        PAGES = "108642",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120091"}

@article{bb124004,
        AUTHOR = "Chang, W. and Nie, F.P. and Wang, Z. and Wang, R. and Li, X.L.",
        TITLE = "Self-weighted learning framework for adaptive locality discriminant
analysis",
        JOURNAL = PR,
        VOLUME = "129",
        YEAR = "2022",
        PAGES = "108778",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120092"}

@article{bb124005,
        AUTHOR = "Ibanez, I. and Forzani, L. and Tomassi, D.",
        TITLE = "Generalized discriminant analysis via kernel exponential families",
        JOURNAL = PR,
        VOLUME = "132",
        YEAR = "2022",
        PAGES = "108933",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120093"}

@article{bb124006,
        AUTHOR = "Li, S.Y. and Zhang, H.M. and Ma, R.J. and Zhou, J.H. and Wen, J. and Zhang, B.",
        TITLE = "Linear discriminant analysis with generalized kernel constraint for
robust image classification",
        JOURNAL = PR,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "109196",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120094"}

@article{bb124007,
        AUTHOR = "Kim, J. and Lee, Y. and Liang, Z.",
        TITLE = "The Geometry of Nonlinear Embeddings in Kernel Discriminant Analysis",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "5203-5217",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120095"}

@article{bb124008,
        AUTHOR = "Liang, Z.Z. and Zhang, L.",
        TITLE = "L1-norm discriminant analysis via Bhattacharyya error bounds under
Laplace distributions",
        JOURNAL = PR,
        VOLUME = "141",
        YEAR = "2023",
        PAGES = "109609",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120096"}

@article{bb124009,
        AUTHOR = "Zhang, L. and Liang, Z.Z.",
        TITLE = "L1-norm discriminant analysis via Bhattacharyya error bounds under
Laplace distributions",
        JOURNAL = PR,
        VOLUME = "146",
        YEAR = "2024",
        PAGES = "110070",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120096"}

@article{bb124010,
        AUTHOR = "Min, K.Q. and Mai, Q. and Li, J.",
        TITLE = "Optimality in high-dimensional tensor discriminant analysis",
        JOURNAL = PR,
        VOLUME = "143",
        YEAR = "2023",
        PAGES = "109803",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120097"}

@inproceedings{bb124011,
        AUTHOR = "Franchi, G. and Yu, X.L. and Bursuc, A. and Aldea, E. and Dubuisson, S. and Filliat, D.",
        TITLE = "Latent Discriminant Deterministic Uncertainty",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XII:243-260",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120098"}

@inproceedings{bb124012,
        AUTHOR = "Nagananda, N. and Savakis, A.",
        TITLE = "GILDA++: Grassmann Incremental Linear Discriminant Analysis",
        BOOKTITLE = Diff-CVML21,
        YEAR = "2021",
        PAGES = "4448-4456",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120099"}

@inproceedings{bb124013,
        AUTHOR = "Chen, X.",
        TITLE = "Improved Robust Discriminant Analysis for Feature Extraction",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1444-1449",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120100"}

@inproceedings{bb124014,
        AUTHOR = "Zhong, G. and Zheng, Y. and Zhang, X. and Wei, H. and Ling, X.",
        TITLE = "Convolutional Discriminant Analysis",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1456-1461",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120101"}

@inproceedings{bb124015,
        AUTHOR = "Guo, M. and Nie, F. and Li, X.",
        TITLE = "Self-Weighted Adaptive Locality Discriminant Analysis",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "3378-3382",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120102"}

@inproceedings{bb124016,
        AUTHOR = "Saglam, A. and Baykan, N.A.",
        TITLE = "A Satellite Image Classification Approach By Using One Dimensional
Discriminant Analysis",
        BOOKTITLE = Gi4DM18,
        YEAR = "2018",
        PAGES = "429-435",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120103"}

@inproceedings{bb124017,
        AUTHOR = "Ihou, K.E. and Bouguila, N.",
        TITLE = "A new latent generalized dirichlet allocation model for image
classification",
        BOOKTITLE = IPTA17,
        YEAR = "2017",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120104"}

@inproceedings{bb124018,
        AUTHOR = "Liu, Y.Z. and Bai, X. and Yan, C. and Zhou, J.",
        TITLE = "Bilinear Discriminant Analysis Hashing:
A Supervised Hashing Approach for High-Dimensional Data",
        BOOKTITLE = ACCV16,
        YEAR = "2016",
        PAGES = "V: 297-310",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120105"}

@inproceedings{bb124019,
        AUTHOR = "Xu, Z. and Li, X. and Yang, K. and Goldstein, T.",
        TITLE = "Exploiting Low-rank Structure for Discriminative Sub-categorization",
        BOOKTITLE = BMVC15,
        YEAR = "2015",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120106"}

@inproceedings{bb124020,
        AUTHOR = "Juefei Xu, F. and Savvides, M.",
        TITLE = "Pareto-optimal discriminant analysis",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "611-615",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120107"}

@inproceedings{bb124021,
        AUTHOR = "Grzymala Busse, J.W. and Mroczek, T.",
        TITLE = "A Comparison of Two Approaches to Discretization:
Multiple Scanning and C4.5",
        BOOKTITLE = PReMI15,
        YEAR = "2015",
        PAGES = "44-53",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120108"}

@inproceedings{bb124022,
        AUTHOR = "Wang, S.Y. and Fu, Y.",
        TITLE = "Locality-constrained discriminative learning and coding",
        BOOKTITLE = Biometrics15,
        YEAR = "2015",
        PAGES = "17-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120109"}

@inproceedings{bb124023,
        AUTHOR = "Chen, X.B. and Yang, J. and Jin, Z.",
        TITLE = "An Improved Linear Discriminant Analysis with L1-Norm for Robust
Feature Extraction",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1585-1590",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120110"}

@inproceedings{bb124024,
        AUTHOR = "Zhang, X.Y. and Liu, C.L.",
        TITLE = "Locally Smoothed Modified Quadratic Discriminant Function",
        BOOKTITLE = ICDAR13,
        YEAR = "2013",
        PAGES = "8-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120111"}

@inproceedings{bb124025,
        AUTHOR = "Sakano, H. and Ohashi, T. and Kimura, A. and Sawada, H. and Ishiguro, K.",
        TITLE = "Extended Fisher Criterion Based on Auto-correlation Matrix Information",
        BOOKTITLE = SSSPR12,
        YEAR = "2012",
        PAGES = "409-416",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120112"}

@inproceedings{bb124026,
        AUTHOR = "Zafeiriou, S.P.",
        TITLE = "Subspace Learning in Krein Spaces: Complete Kernel Fisher Discriminant
Analysis with Indefinite Kernels",
        BOOKTITLE = ECCV12,
        YEAR = "2012",
        PAGES = "IV: 488-501",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120113"}

@inproceedings{bb124027,
        AUTHOR = "Su, T.H. and Liu, C.L. and Zhang, X.Y.",
        TITLE = "Perceptron Learning of Modified Quadratic Discriminant Function",
        BOOKTITLE = ICDAR11,
        YEAR = "2011",
        PAGES = "1007-1011",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120114"}

@inproceedings{bb124028,
        AUTHOR = "Gao, H.Y. and Zhuang, L.S. and Yu, N.H.",
        TITLE = "A New Graph Constructor for Semi-supervised Discriminant Analysis via
Group Sparsity",
        BOOKTITLE = ICIG11,
        YEAR = "2011",
        PAGES = "691-695",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120115"}

@inproceedings{bb124029,
        AUTHOR = "Makihara, Y.S. and Yagi, Y.S.",
        TITLE = "Cluster-Pairwise Discriminant Analysis",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "577-580",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120116"}

@inproceedings{bb124030,
        AUTHOR = "Abou Moustafa, K.T. and de la Torre, F. and Ferrie, F.P.",
        TITLE = "Pareto discriminant analysis",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "3602-3609",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120117"}

@inproceedings{bb124031,
        AUTHOR = "Zhai, D.M. and Li, B. and Chang, H. and Shan, S.G. and Chen, X.L. and Gao, W.",
        TITLE = "Manifold Alignment via Corresponding Projections",
        BOOKTITLE = BMVC10,
        YEAR = "2010",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120118"}

@inproceedings{bb124032,
        AUTHOR = "Zhai, D.M. and Chang, H. and Li, B. and Shan, S.G. and Chen, X.L. and Gao, W.",
        TITLE = "Semi-supervised Discriminant Analysis via Spectral Transduction",
        BOOKTITLE = BMVC09,
        YEAR = "2009",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120119"}

@inproceedings{bb124033,
        AUTHOR = "Zeng, Z.X. and Liu, C.P. and Huang, L.",
        TITLE = "Analysis on two Fisher methods and a synthesized discriminant
projection",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120120"}

@inproceedings{bb124034,
        AUTHOR = "Park, H.S. and Choo, J. and Drake, B.L. and Kang, J.",
        TITLE = "Linear discriminant analysis for data with subcluster structure",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120121"}

@inproceedings{bb124035,
        AUTHOR = "Zhang, L. and Zhou, W.D. and Zhang, H. and Jiao, L.C.",
        TITLE = "Generalized Nonlinear Discriminant Analysis",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120122"}

@inproceedings{bb124036,
        AUTHOR = "An, S.J. and Liu, W.Q. and Venkatesh, S.",
        TITLE = "Exploiting side information in locality preserving projection",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120123"}

@inproceedings{bb124037,
        AUTHOR = "Leszczynski, M. and Skarbek, W.",
        TITLE = "On Design of Discriminant Analysis Diagram for Error Based Pattern
Recognition",
        BOOKTITLE = ICIAR07,
        YEAR = "2007",
        PAGES = "342-351",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120124"}

@inproceedings{bb124038,
        AUTHOR = "Nie, F.P. and Xiang, S.M. and Song, Y.Q. and Zhang, C.S.",
        TITLE = "Optimal Dimensionality Discriminant Analysis and Its Application to
Image Recognition",
        BOOKTITLE = ComponentAnalysis07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120125"}

@inproceedings{bb124039,
        AUTHOR = "Ioffe, S.",
        TITLE = "Probabilistic Linear Discriminant Analysis",
        BOOKTITLE = ECCV06,
        YEAR = "2006",
        PAGES = "IV: 531-542",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120126"}

@inproceedings{bb124040,
        AUTHOR = "Xiong, T. and Ye, J.P. and Cherkassky, V.S.",
        TITLE = "Kernel Uncorrelated and Orthogonal Discriminant Analysis:
A Unified Approach",
        BOOKTITLE = CVPR06,
        YEAR = "2006",
        PAGES = "I: 125-131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120127"}

@inproceedings{bb124041,
        AUTHOR = "Zhang, Q.A. and Liu, X.W.",
        TITLE = "Kernel Optimal Component Analysis",
        BOOKTITLE = LCV04,
        YEAR = "2004",
        PAGES = "99",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120128"}

@inproceedings{bb124042,
        AUTHOR = "Kosinov, S. and Marchand Maillet, S. and Pun, T.",
        TITLE = "Visual Object Categorization using Distance-Based Discriminant Analysis",
        BOOKTITLE = MMDE04,
        YEAR = "2004",
        PAGES = "145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120129"}

@inproceedings{bb124043,
        AUTHOR = "Chen, H.T. and Chang, H.W. and Liu, T.L.",
        TITLE = "Local Discriminant Embedding and Its Variants",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "II: 846-853",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120130"}

@inproceedings{bb124044,
        AUTHOR = "Yan, S.C. and Zhang, H.J. and Hu, Y.X. and Zhang, B.Y. and Cheng, Q.S.",
        TITLE = "Discriminant Analysis on Embedded Manifold",
        BOOKTITLE = ECCV04,
        YEAR = "2004",
        PAGES = "Vol I: 121-132",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120131"}

@inproceedings{bb124045,
        AUTHOR = "Hazaveh, K. and Raahemifar, K.",
        TITLE = "Optimized two-dimensional local discriminant basis algorithm",
        BOOKTITLE = ICIP03,
        YEAR = "2003",
        PAGES = "I: 1037-1040",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120132"}

@inproceedings{bb124046,
        AUTHOR = "Vasconcelos, N.M. and Ho, P. and Moreno, P.",
        TITLE = "The Kullback-Leibler Kernel as a Framework for Discriminant and
Localized Representations for Visual Recognition",
        BOOKTITLE = ECCV04,
        YEAR = "2004",
        PAGES = "Vol III: 430-441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120133"}

@inproceedings{bb124047,
        AUTHOR = "Vasconcelos, N.M.",
        TITLE = "Feature selection by maximum marginal diversity:
Optimality and Implications for Visual Recognition",
        BOOKTITLE = CVPR03,
        YEAR = "2003",
        PAGES = "I: 762-769",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120134"}

@inproceedings{bb124048,
        AUTHOR = "Schulerud, H.",
        TITLE = "Bias of Error Rates in Linear Discriminant Analysis Caused by Feature
Selection and Sample Size",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 372-377",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120135"}

@inproceedings{bb124049,
        AUTHOR = "Gao, J. and Ding, X.Q.",
        TITLE = "On Improvement of Feature Extraction Algorithms for Discriminative
Pattern Classification",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 101-104",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120136"}

@inproceedings{bb124050,
        AUTHOR = "Huang, X.J. and Wu, Y.S. and Ding, X.Q.",
        TITLE = "The estimation of error bounds and feature selection in large character
set recognition",
        BOOKTITLE = ICPR88,
        YEAR = "1988",
        PAGES = "II: 1242-1244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120137"}

@inproceedings{bb124051,
        AUTHOR = "Hiraoka, K. and Hidai, K. and Hamahira, M. and Mizoguchi, H. and Mishima, T. and Yoshizawa, S.",
        TITLE = "Successive Learning of Linear Discriminant Analysis:
Sanger-type Algorithm",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 664-667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT120138"}

@article{bb124052,
        AUTHOR = "Baum, L.E. and Petrie, T. and Soules, G. and Weiss, N.",
        TITLE = "A Maximizzation Technique Occurring in teh Statistical Analysis of
Probabilistic Function of Markov Chains",
        JOURNAL = AMS,
        VOLUME = "41",
        YEAR = "1970",
        NUMBER = "1",
        PAGES = "164-171",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120139"}

@article{bb124053,
        AUTHOR = "Kanal, L. and Chandrasekaran, B.",
        TITLE = "On dimensionality and sample size in statistical pattern classification",
        JOURNAL = PR,
        VOLUME = "3",
        YEAR = "1971",
        NUMBER = "3",
        MONTH = "October",
        PAGES = "225-234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120140"}

@article{bb124054,
        AUTHOR = "Wilson, D.L.",
        TITLE = "Asymptotic properties of nearest neighbor rules using edited data",
        JOURNAL = SMC,
        VOLUME = "2",
        YEAR = "1972",
        PAGES = "408-421",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120141"}

@article{bb124055,
        AUTHOR = "Jain, A.K. and Dubes, R.C.",
        TITLE = "Feature definition in pattern recognition with small sample size",
        JOURNAL = PR,
        VOLUME = "10",
        YEAR = "1978",
        NUMBER = "2",
        PAGES = "85-97",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120142"}

@article{bb124056,
        AUTHOR = "Kalayeh, H.M. and Muasher, M.J. and Landgrebe, D.A.",
        TITLE = "Feature Selection When Limited Numbers of Training Samples
are Available",
        JOURNAL = GeoRS,
        VOLUME = "21",
        YEAR = "1983",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "434-438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120143"}

@article{bb124057,
        AUTHOR = "Muasher, M.J. and Landgrebe, D.A.",
        TITLE = "The K-L Expansion as an Effective Feature Ordering Technique for Limited
Training Sample Size",
        JOURNAL = GeoRS,
        VOLUME = "21",
        YEAR = "1983",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "438-441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120144"}

@article{bb124058,
        AUTHOR = "Kalayeh, H.M. and Landgrebe, D.A.",
        TITLE = "Predicting the Required Number of Training Samples",
        JOURNAL = PAMI,
        VOLUME = "5",
        YEAR = "1983",
        NUMBER = "6",
        MONTH = "November",
        PAGES = "664-666",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120145"}

@article{bb124059,
        AUTHOR = "Muasher, M.J. and Landgrebe, D.A.",
        TITLE = "A Binary Tree Feature Selection Technique for Limited Training Set Size",
        JOURNAL = RSE,
        VOLUME = "16",
        YEAR = "1984",
        NUMBER = "3",
        MONTH = "December",
        PAGES = "183-194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120146"}

@article{bb124060,
        AUTHOR = "Landgrebe, D.A. and Malaret, E.R.",
        TITLE = "Noise in Remote Sensing Systems: Effect on Classification Accuracy",
        JOURNAL = GeoRS,
        VOLUME = "24",
        YEAR = "1986",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "294-299",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120147"}

@article{bb124061,
        AUTHOR = "Shahshahani, B.M. and Landgrebe, D.A.",
        TITLE = "The Effect of Unlabeled Samples in Reducing the Small Sample
Size Problem and Mitigating the Hughes Phenomenon",
        JOURNAL = GeoRS,
        VOLUME = "32",
        YEAR = "1994",
        NUMBER = "5",
        MONTH = "September",
        PAGES = "1087-1095",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120148"}

@article{bb124062,
        AUTHOR = "Hoffbeck, J.P. and Landgrebe, D.A.",
        TITLE = "Covariance-Matrix Estimation and Classification with
Limited Training Data",
        JOURNAL = PAMI,
        VOLUME = "18",
        YEAR = "1996",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "763-767",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120149"}

@article{bb124063,
        AUTHOR = "Herbst, K.",
        TITLE = "Pattern recognition by polynomial canonical regression",
        JOURNAL = PR,
        VOLUME = "17",
        YEAR = "1984",
        NUMBER = "3",
        PAGES = "345-350",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120150"}

@article{bb124064,
        AUTHOR = "Wharton, S.W.",
        TITLE = "An analysis of the effects of sample size on classification performance
of a histogram based cluster analysis procedure",
        JOURNAL = PR,
        VOLUME = "17",
        YEAR = "1984",
        NUMBER = "2",
        PAGES = "239-244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120151"}

@article{bb124065,
        AUTHOR = "Djouadi, A. and Snorrason, O. and Garber, F.D.",
        TITLE = "The Quality of Training-Sample Estimates of the
Bhattacharyya Coefficient",
        JOURNAL = PAMI,
        VOLUME = "12",
        YEAR = "1990",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "92-97",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120152"}

@article{bb124066,
        AUTHOR = "Hong, Z.Q. and Yang, J.Y.",
        TITLE = "Optimal discriminant plane for a small number of samples and design
method of classifier on the plane",
        JOURNAL = PR,
        VOLUME = "24",
        YEAR = "1991",
        NUMBER = "4",
        PAGES = "317-324",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120153"}

@article{bb124067,
        AUTHOR = "Rachkovskij, D.A. and Kussul, E.M.",
        TITLE = "Datagen:
A Generator of Datasets for Evaluation of Classification Algorithms",
        JOURNAL = PRL,
        VOLUME = "19",
        YEAR = "1998",
        NUMBER = "7",
        MONTH = "May",
        PAGES = "537-544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120154"}

@article{bb124068,
        AUTHOR = "Sanchez, J.S. and Barandela, R. and Marques, A.I. and Alejo, R. and Badenas, J.",
        TITLE = "Analysis of new techniques to obtain quality training sets",
        JOURNAL = PRL,
        VOLUME = "24",
        YEAR = "2003",
        NUMBER = "7",
        MONTH = "April",
        PAGES = "1015-1022",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120155"}

@article{bb124069,
        AUTHOR = "Chen, D.M. and Stow, D.",
        TITLE = "The Effect of Training Strategies on Supervised Classification at
Different Spatial Resolutions",
        JOURNAL = PhEngRS,
        VOLUME = "68",
        YEAR = "2002",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1155-1162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120156"}

@article{bb124070,
        AUTHOR = "Beiden, S.V. and Maloof, M.A. and Wagner, R.F.",
        TITLE = "A general model for finite-sample effects in training and testing of
competing classifiers",
        JOURNAL = PAMI,
        VOLUME = "25",
        YEAR = "2003",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1561-1569",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120157"}

@article{bb124071,
        AUTHOR = "Sanchez, J.S.",
        TITLE = "High training set size reduction by space partitioning and prototype
abstraction",
        JOURNAL = PR,
        VOLUME = "37",
        YEAR = "2004",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1561-1564",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120158"}

@article{bb124072,
        AUTHOR = "Wang, H.C. and Zhang, L.M.",
        TITLE = "Linear generalization probe samples for face recognition",
        JOURNAL = PRL,
        VOLUME = "25",
        YEAR = "2004",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "829-840",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120159"}

@article{bb124073,
        AUTHOR = "Prudencio, R.B.C. and Ludermir, T.B. and de Carvalho, F.A.T.",
        TITLE = "A Modal Symbolic Classifier for selecting time series models",
        JOURNAL = PRL,
        VOLUME = "25",
        YEAR = "2004",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "911-921",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120160"}

@article{bb124074,
        AUTHOR = "Kuo, B.C. and Chang, K.Y.",
        TITLE = "Feature Extractions for Small Sample Size Classification Problem",
        JOURNAL = GeoRS,
        VOLUME = "45",
        YEAR = "2007",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "756-764",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120161"}

@article{bb124075,
        AUTHOR = "Angiulli, F.",
        TITLE = "Condensed Nearest Neighbor Data Domain Description",
        JOURNAL = PAMI,
        VOLUME = "29",
        YEAR = "2007",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1746-1758",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120162"}

@article{bb124076,
        AUTHOR = "Farhangfar, A. and Kurgan, L.A. and Dy, J.G.",
        TITLE = "Impact of imputation of missing values on classification error for
discrete data",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3692-3705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120163"}

@article{bb124077,
        AUTHOR = "Koikkalainen, J. and Tolli, T. and Lauerma, K. and Antila, K. and Mattila, E. and Lilja, M. and Lotjonen, J.",
        TITLE = "Methods of Artificial Enlargement of the Training Set for Statistical
Shape Models",
        JOURNAL = MedImg,
        VOLUME = "27",
        YEAR = "2008",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1643-1654",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120164"}

@article{bb124078,
        AUTHOR = "Peres, R.T. and Pedreira, C.E.",
        TITLE = "Generalized Risk Zone: Selecting Observations for Classification",
        JOURNAL = PAMI,
        VOLUME = "31",
        YEAR = "2009",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1331-1337",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120165"}

@article{bb124079,
        AUTHOR = "Levi, D. and Ullman, S.",
        TITLE = "Learning to classify by ongoing feature selection",
        JOURNAL = IVC,
        VOLUME = "28",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "715-723",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120166"}

@inproceedings{bb124080,
        AUTHOR = "Ullman, S. and Levi, D.",
        TITLE = "Learning to classify by ongoing feature selection",
        BOOKTITLE = CRV06,
        YEAR = "2006",
        PAGES = "1-1",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120166"}

@inproceedings{bb124081,
        AUTHOR = "Levi, D. and Ullman, S.",
        TITLE = "Learning Model Complexity in an Online Environment",
        BOOKTITLE = CRV09,
        YEAR = "2009",
        PAGES = "260-267",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120167"}

@article{bb124082,
        AUTHOR = "Ambai, M. and Yoshida, Y.",
        TITLE = "Augmenting Training Samples with a Large Number of Rough Segmentation
Datasets",
        JOURNAL = IEICE,
        VOLUME = "E94-D",
        YEAR = "2011",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1880-1888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120168"}

@article{bb124083,
        AUTHOR = "Rico Juan, J.R. and Inesta, J.M.",
        TITLE = "New rank methods for reducing the size of the training
set using the nearest neighbor rule",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "654-660",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120169"}

@article{bb124084,
        AUTHOR = "Inesta, J.M. and Rico Juan, J.R.",
        TITLE = "New rank methods for reducing the size of the training
set using the nearest neighbor rule",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "July",
        PAGES = "1434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120169"}

@article{bb124085,
        AUTHOR = "Korting, T.S. and Garcia Fonseca, L.M. and Castejon, E.F. and Namikawa, L.M.",
        TITLE = "Improvements in Sample Selection Methods for Image Classification",
        JOURNAL = RS,
        VOLUME = "6",
        YEAR = "2014",
        NUMBER = "8",
        PAGES = "7580-7591",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120170"}

@article{bb124086,
        AUTHOR = "Cheng, D.S. and Setti, F. and Zeni, N. and Ferrario, R. and Cristani, M.",
        TITLE = "Semantically-driven automatic creation of training sets for object
recognition",
        JOURNAL = CVIU,
        VOLUME = "131",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "56-71",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120171"}

@article{bb124087,
        AUTHOR = "Hamidzadeh, J. and Monsefi, R. and Yazdi, H.S.",
        TITLE = "IRAHC: Instance Reduction Algorithm using Hyperrectangle Clustering",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "5",
        PAGES = "1878-1889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120172"}

@article{bb124088,
        AUTHOR = "Ma, L. and Cheng, L. and Li, M.C. and Liu, Y.X. and Ma, X.X.",
        TITLE = "Training set size, scale, and features in Geographic Object-Based
Image Analysis of very high resolution unmanned aerial vehicle
imagery",
        JOURNAL = PandRS,
        VOLUME = "102",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "14-27",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120173"}

@article{bb124089,
        AUTHOR = "Yang, W. and Yin, X.S. and Xia, G.S.",
        TITLE = "Learning High-level Features for Satellite Image Classification With
Limited Labeled Samples",
        JOURNAL = GeoRS,
        VOLUME = "53",
        YEAR = "2015",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4472-4482",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120174"}

@article{bb124090,
        AUTHOR = "Wu, H. and Miao, Z.J. and Chen, J.Y. and Yang, J. and Gao, X.",
        TITLE = "Recognition improvement through the optimisation of learning
instances",
        JOURNAL = IET-CV,
        VOLUME = "9",
        YEAR = "2015",
        NUMBER = "3",
        PAGES = "419-427",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120175"}

@article{bb124091,
        AUTHOR = "Colditz, R.R.",
        TITLE = "An Evaluation of Different Training Sample Allocation Schemes for
Discrete and Continuous Land Cover Classification Using Decision
Tree-Based Algorithms",
        JOURNAL = RS,
        VOLUME = "7",
        YEAR = "2015",
        NUMBER = "8",
        PAGES = "9655",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120176"}

@article{bb124092,
        AUTHOR = "Huang, X. and Weng, C.L. and Lu, Q.K. and Feng, T.T. and Zhang, L.P.",
        TITLE = "Automatic Labelling and Selection of Training Samples for
High-Resolution Remote Sensing Image Classification over Urban Areas",
        JOURNAL = RS,
        VOLUME = "7",
        YEAR = "2015",
        NUMBER = "12",
        PAGES = "15819",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120177"}

@article{bb124093,
        AUTHOR = "Ekambaram, R. and Fefilatyev, S. and Shreve, M. and Kramer, K. and Hall, L.O. and Goldgof, D.B. and Kasturi, R.",
        TITLE = "Active cleaning of label noise",
        JOURNAL = PR,
        VOLUME = "51",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "463-480",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120178"}

@article{bb124094,
        AUTHOR = "Jamjoom, M. and El Hindi, K.",
        TITLE = "Partial instance reduction for noise elimination",
        JOURNAL = PRL,
        VOLUME = "74",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "30-37",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120179"}

@article{bb124095,
        AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
        TITLE = "Label-Embedding for Image Classification",
        JOURNAL = PAMI,
        VOLUME = "38",
        YEAR = "2016",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1425-1438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120180"}

@inproceedings{bb124096,
        AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
        TITLE = "Label-Embedding for Attribute-Based Classification",
        BOOKTITLE = CVPR13,
        YEAR = "2013",
        PAGES = "819-826",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120181"}

@inproceedings{bb124097,
        AUTHOR = "Paulin, M. and Revaud, J. and Harchaoui, Z. and Perronnin, F. and Schmid, C.",
        TITLE = "Transformation Pursuit for Image Classification",
        BOOKTITLE = CVPR14,
        YEAR = "2014",
        PAGES = "3646-3653",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120182"}

@article{bb124098,
        AUTHOR = "Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, I. and Kittler, J.V.",
        TITLE = "SALIC: Social Active Learning for Image Classification",
        JOURNAL = MultMed,
        VOLUME = "18",
        YEAR = "2016",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1488-1503",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120183"}

@article{bb124099,
        AUTHOR = "Yao, Y. and Zhang, J. and Shen, F. and Hua, X. and Xu, J. and Tang, Z.",
        TITLE = "Exploiting Web Images for Dataset Construction:
A Domain Robust Approach",
        JOURNAL = MultMed,
        VOLUME = "19",
        YEAR = "2017",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1771-1784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT120184"}