@article{bb101100,
        AUTHOR = "Isaksson, A. and Wallman, M. and Goransson, H. and Gustafsson, M.G.",
        TITLE = "Cross-validation and bootstrapping are unreliable in small sample
classification",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "14",
        MONTH = "October",
        PAGES = "1960-1965",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97528"}

@article{bb101101,
        AUTHOR = "Das, K. and Nenadic, Z.",
        TITLE = "An efficient discriminant-based solution for small sample size problem",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "857-866",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97529"}

@article{bb101102,
        AUTHOR = "Jacquemont, S. and Jacquenet, F. and Sebban, M.",
        TITLE = "A lower bound on the sample size needed to perform a significant
frequent pattern mining task",
        JOURNAL = PRL,
        VOLUME = "30",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "August",
        PAGES = "960-967",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97530"}

@article{bb101103,
        AUTHOR = "Hernandez Leal, P. and Carrasco Ochoa, J.A. and Martinez Trinidad, J.F. and Olvera Lopez, J.A.",
        TITLE = "InstanceRank based on borders for instance selection",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "365-375",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97531"}

@inproceedings{bb101104,
        AUTHOR = "Olvera Lopez, J.A. and Martinez Trinidad, J.F. and Carrasco Ochoa, J.A.",
        TITLE = "Mixed Data Object Selection Based on Clustering and Border Objects",
        BOOKTITLE = CIARP07,
        YEAR = "2007",
        PAGES = "674-683",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97532"}

@inproceedings{bb101105,
        AUTHOR = "Hernandez Rodriguez, S. and Martinez Trinidad, J.F. and Carrasco Ochoa, J.A.",
        TITLE = "On the selection of base prototypes for LAESA and TLAESA classifiers",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97533"}

@article{bb101106,
        AUTHOR = "Macia, N. and Bernado Mansilla, E. and Orriols Puig, A. and Ho, T.K.",
        TITLE = "Learner excellence biased by data set selection:
A case for data characterisation and artificial data sets",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1054-1066",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97534"}

@inproceedings{bb101107,
        AUTHOR = "Macia, N. and Bernado Mansilla, E. and Orriols Puig, A.",
        TITLE = "Preliminary approach on synthetic data sets generation based on class
separability measure",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97535"}

@inproceedings{bb101108,
        AUTHOR = "Macia, N. and Ho, T.K. and Orriols Puig, A. and Bernado Mansilla, E.",
        TITLE = "The Landscape Contest at ICPR 2010",
        BOOKTITLE = "ICPR-Contests10",
        YEAR = "2010",
        PAGES = "29-45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97536"}

@article{bb101109,
        AUTHOR = "Hanczar, B. and Dougherty, E.R.",
        TITLE = "The reliability of estimated confidence intervals for classification
error rates when only a single sample is available",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1067-1077",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97537"}

@article{bb101110,
        AUTHOR = "Jiang, Y.G. and Wang, J. and Xue, X. and Chang, S.F.",
        TITLE = "Query-Adaptive Image Search With Hash Codes",
        JOURNAL = MultMed,
        VOLUME = "15",
        YEAR = "2013",
        NUMBER = "2",
        PAGES = "442-453",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97538"}

@inproceedings{bb101111,
        AUTHOR = "Jiang, Y.G. and Wang, J. and Chang, S.F.",
        TITLE = "Lost in binarization: query-adaptive ranking for similar image search
with compact codes",
        BOOKTITLE = ICMR11,
        YEAR = "2011",
        PAGES = "16",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97539"}

@inproceedings{bb101112,
        AUTHOR = "Wang, J. and Jiang, Y.G. and Chang, S.F.",
        TITLE = "Label diagnosis through self tuning for web image search",
        BOOKTITLE = CVPR09,
        YEAR = "2009",
        PAGES = "1390-1397",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97540"}

@article{bb101113,
        AUTHOR = "Wu, H. and Miao, Z.J. and Wang, Y. and Lin, M.",
        TITLE = "Optimized recognition with few instances based on semantic distance",
        JOURNAL = VC,
        VOLUME = "31",
        YEAR = "2015",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "367-375",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97541"}

@article{bb101114,
        AUTHOR = "Hsiao, P.H. and Chang, F.J. and Lin, Y.Y.",
        TITLE = "Learning Discriminatively Reconstructed Source Data for Object
Recognition With Few Examples",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3518-3532",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97542"}

@article{bb101115,
        AUTHOR = "Potapov, A. and Potapova, V. and Peterson, M.",
        TITLE = "A feasibility study of an autoencoder meta-model for improving
generalization capabilities on training sets of small sizes",
        JOURNAL = PRL,
        VOLUME = "80",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "24-29",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97543"}

@article{bb101116,
        AUTHOR = "Li, D. and Liu, S.L. and Zhang, H.L.",
        TITLE = "A method of anomaly detection and fault diagnosis with online
adaptive learning under small training samples",
        JOURNAL = PR,
        VOLUME = "64",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "374-385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97544"}

@article{bb101117,
        AUTHOR = "Kuncheva, L.I. and Rodriguez, J.J.",
        TITLE = "On feature selection protocols for very low-sample-size data",
        JOURNAL = PR,
        VOLUME = "81",
        YEAR = "2018",
        PAGES = "660-673",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97545"}

@article{bb101118,
        AUTHOR = "Pan, B. and Shi, Z.W. and Xu, X.",
        TITLE = "MugNet: Deep learning for hyperspectral image classification using
limited samples",
        JOURNAL = PandRS,
        VOLUME = "145",
        YEAR = "2018",
        PAGES = "108-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97546"}

@article{bb101119,
        AUTHOR = "Cadoni, M. and Lagorio, A. and Grosso, E.",
        TITLE = "Incremental models based on features persistence for object
recognition",
        JOURNAL = PRL,
        VOLUME = "122",
        YEAR = "2019",
        PAGES = "38-44",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97547"}

@article{bb101120,
        AUTHOR = "Wei, W. and Dai, H. and Liang, W.T.",
        TITLE = "Exponential sparsity preserving projection with applications to image
recognition",
        JOURNAL = PR,
        VOLUME = "104",
        YEAR = "2020",
        PAGES = "107357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97548"}

@article{bb101121,
        AUTHOR = "Zhai, Y. and Deng, W. and Lan, T. and Sun, B. and Ying, Z. and Gan, J.Y. and Mai, C. and Li, J.W. and Labati, R.D. and Piuri, V. and Scotti, F.",
        TITLE = "MFFA-SARNET: Deep Transferred Multi-Level Feature Fusion Attention
Network with Dual Optimized Loss for Small-Sample SAR ATR",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97549"}

@inproceedings{bb101122,
        AUTHOR = "Sandler, M. and Baccash, J. and Zhmoginov, A. and Howard, A.",
        TITLE = "Non-Discriminative Data or Weak Model? On the Relative Importance of
Data and Model Resolution",
        BOOKTITLE = RLQ19,
        YEAR = "2019",
        PAGES = "1036-1044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97550"}

@inproceedings{bb101123,
        AUTHOR = "Abati, D. and Porrello, A. and Calderara, S. and Cucchiara, R.",
        TITLE = "Latent Space Autoregression for Novelty Detection",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "481-490",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97551"}

@inproceedings{bb101124,
        AUTHOR = "Kaushal, V. and Iyer, R. and Kothawade, S. and Mahadev, R. and Doctor, K. and Ramakrishnan, G.",
        TITLE = "Learning From Less Data: A Unified Data Subset Selection and Active
Learning Framework for Computer Vision",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1289-1299",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97552"}

@article{bb101125,
        AUTHOR = "Zhang, Z.L. and Li, J. and Guo, Y.L. and Li, X. and Lin, Y.B. and Xiao, G.B. and Wang, C.",
        TITLE = "Robust procedural model fitting with a new geometric similarity
estimator",
        JOURNAL = PR,
        VOLUME = "85",
        YEAR = "2019",
        PAGES = "120-131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97553"}

@inproceedings{bb101126,
        AUTHOR = "Davari, A. and Christlein, V. and Vesal, S. and Maier, A. and Riess, C.",
        TITLE = "GMM Supervectors for Limited Training Data in Hyperspectral Remote
Sensing Image Classification",
        BOOKTITLE = CAIP17,
        YEAR = "2017",
        PAGES = "II: 296-306",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97554"}

@inproceedings{bb101127,
        AUTHOR = "Ustuner, M. and Sanli, F.B. and Abdikan, S.",
        TITLE = "Balanced Vs Imbalanced Training Data: Classifying Rapideye Data With
Support Vector Machines",
        BOOKTITLE = ISPRS16,
        YEAR = "2016",
        PAGES = "B7: 379-384",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97555"}

@inproceedings{bb101128,
        AUTHOR = "Su, H. and Yin, Z.Z. and Kanade, T. and Huh, S.",
        TITLE = "Active sample selection and correction propagation on a
gradually-augmented graph",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "1975-1983",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97556"}

@inproceedings{bb101129,
        AUTHOR = "Kadar, I. and Ben Shahar, O.",
        TITLE = "Small sample scene categorization from perceptual relations",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "2711-2718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97557"}

@inproceedings{bb101130,
        AUTHOR = "Singh, M. and Gupta, P.K. and Mishra, S.",
        TITLE = "Automated test data generation for mutation testing using AspectJ
programs",
        BOOKTITLE = ICIIP11,
        YEAR = "2011",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97558"}

@inproceedings{bb101131,
        AUTHOR = "Xia, X.T. and Zhou, Q. and Zhu, J.M.",
        TITLE = "Evaluation for repeatability and reproducibility of information poor
process",
        BOOKTITLE = IASP10,
        YEAR = "2010",
        PAGES = "528-531",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97559"}

@inproceedings{bb101132,
        AUTHOR = "Petersen, H. and Poon, J.",
        TITLE = "Reworking Bridging for Use within the Image Domain",
        BOOKTITLE = CAIP09,
        YEAR = "2009",
        PAGES = "832-839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97560"}

@inproceedings{bb101133,
        AUTHOR = "Ricamato, M.T. and Marrocco, C. and Tortorella, F.",
        TITLE = "MCS-based balancing techniques for skewed classes:
An empirical comparison",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97561"}

@inproceedings{bb101134,
        AUTHOR = "Na, J.H. and Yun, S.M. and Kim, M.S. and Choi, J.Y.",
        TITLE = "Relevant pattern selection for subspace learning",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97562"}

@inproceedings{bb101135,
        AUTHOR = "Xu, Y. and Zhang, D.",
        TITLE = "A New Solution Scheme of Unsupervised Locality Preserving Projection
Method for the SSS Problem",
        BOOKTITLE = SSPR08,
        YEAR = "2008",
        PAGES = "775-781",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97563"}

@inproceedings{bb101136,
        AUTHOR = "Morales Manilla, L.R. and Sanchez Diaz, G.",
        TITLE = "FS-EX Plus: A New Algorithm for the Calculation of Typical FS-Testor
Set",
        BOOKTITLE = CIARP07,
        YEAR = "2007",
        PAGES = "380-386",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97564"}

@inproceedings{bb101137,
        AUTHOR = "Zheng, Y.J. and Yang, J.Y. and Yang, J. and Wu, X.J.",
        TITLE = "Effective classification image space which can solve small sample size
problem",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "II: 861-864",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97565"}

@inproceedings{bb101138,
        AUTHOR = "Pranckeviciene, E. and Ho, T.K. and Somorjai, R.",
        TITLE = "Class Separability in Spaces Reduced By Feature Selection",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "III: 254-257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97566"}

@inproceedings{bb101139,
        AUTHOR = "Zhu, X.Q. and Wu, X.D.",
        TITLE = "Scalable Representative Instance Selection and Ranking",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "III: 352-355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97567"}

@inproceedings{bb101140,
        AUTHOR = "Xuan, G.R. and Zhu, X.M. and Chai, P.Q. and Zhang, Z.P. and Shi, Y.Q. and Fu, D.D.",
        TITLE = "Feature Selection based on the Bhattacharyya Distance",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "III: 1232-1235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97568"}

@inproceedings{bb101141,
        AUTHOR = "Fu, D.D. and Shi, Y.Q. and Zhang, Z.P. and Chai, P.Q. and Zhu, X.M. and Xuan, G.R.",
        TITLE = "Feature Selection based on the Bhattacharyya Distance",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "IV: 957",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97568"}

@inproceedings{bb101142,
        AUTHOR = "Levi, K. and Fink, M. and Weiss, Y.",
        TITLE = "Learning From a Small Number of Training Examples by Exploiting Object
Categories",
        BOOKTITLE = LCV04,
        YEAR = "2004",
        PAGES = "96",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97569"}

@inproceedings{bb101143,
        AUTHOR = "Ulusoy, I. and Bishop, C.M.",
        TITLE = "Comparison of Generative and Discriminative Techniques for Object
Detection and Classification",
        BOOKTITLE = CLOR06,
        YEAR = "2006",
        PAGES = "173-195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97570"}

@inproceedings{bb101144,
        AUTHOR = "Ulusoy, I. and Bishop, C.M.",
        TITLE = "Generative versus Discriminative Methods for Object Recognition",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "II: 258-265",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97571"}

@inproceedings{bb101145,
        AUTHOR = "Salah, A.A. and Alpaydin, E.",
        TITLE = "Incremental mixtures of factor analysers",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "I: 276-279",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97572"}

@inproceedings{bb101146,
        AUTHOR = "Huang, R. and Liu, Q.S. and Lu, H.Q. and Ma, S.D.",
        TITLE = "Solving the small sample size problem of LDAf",
        BOOKTITLE = ICPR02,
        YEAR = "2002",
        PAGES = "III: 29-32",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97573"}

@inproceedings{bb101147,
        AUTHOR = "Duin, R.P.W.",
        TITLE = "Relational Discriminant Analysis and its Large Sample Size Problem",
        BOOKTITLE = ICPR98,
        YEAR = "1998",
        PAGES = "Vol I: 445-449",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT97574"}

@article{bb101148,
        AUTHOR = "Barandela, R. and Sanchez, J.S. and Garcia, V. and Rangel, E.",
        TITLE = "Strategies for learning in class imbalance problems",
        JOURNAL = PR,
        VOLUME = "36",
        YEAR = "2003",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "849-851",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97575"}

@article{bb101149,
        AUTHOR = "Sun, Y.M. and Kamel, M.S. and Wong, A.K.C. and Wang, Y.",
        TITLE = "Cost-sensitive boosting for classification of imbalanced data",
        JOURNAL = PR,
        VOLUME = "40",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3358-3378",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97576"}

@article{bb101150,
        AUTHOR = "Tang, Y. and Zhang, Y.Q. and Chawla, N.V. and Krasser, S.",
        TITLE = "SVMs Modeling for Highly Imbalanced Classification",
        JOURNAL = SMC-B,
        VOLUME = "39",
        YEAR = "2009",
        NUMBER = "1",
        MONTH = "February",
        PAGES = "281-288",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97577"}

@article{bb101151,
        AUTHOR = "Perez Godoy, M.D. and Fernandez, A. and Rivera, A.J. and Jose del Jesus, M.",
        TITLE = "Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for
imbalanced data sets",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "15",
        MONTH = "November",
        PAGES = "2375-2388",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97578"}

@article{bb101152,
        AUTHOR = "Fernandez Navarro, F. and Hervas Martinez, C. and Gutierrez, P.A.",
        TITLE = "A dynamic over-sampling procedure based on sensitivity for multi-class
problems",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1821-1833",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97579"}

@article{bb101153,
        AUTHOR = "Soda, P.",
        TITLE = "A multi-objective optimisation approach for class imbalance learning",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1801-1810",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97580"}

@article{bb101154,
        AUTHOR = "Tahir, M.A. and Kittler, J.V. and Bouridane, A.",
        TITLE = "Multilabel classification using heterogeneous ensemble of multi-label
classifiers",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "513-523",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97581"}

@article{bb101155,
        AUTHOR = "Tahir, M.A. and Kittler, J.V. and Yan, F.",
        TITLE = "Inverse random under sampling for class imbalance problem and its
application to multi-label classification",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3738-3750",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97582"}

@article{bb101156,
        AUTHOR = "Thanathamathee, P. and Lursinsap, C.",
        TITLE = "Handling imbalanced data sets with synthetic boundary data generation
using bootstrap re-sampling and AdaBoost techniques",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "12",
        MONTH = "September",
        PAGES = "1339-1347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97583"}

@article{bb101157,
        AUTHOR = "Galar, M. and Fernandez, A. and Barrenechea, E. and Herrera, F.",
        TITLE = "EUSBoost: Enhancing ensembles for highly imbalanced data-sets by
evolutionary undersampling",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "12",
        PAGES = "3460-3471",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97584"}

@article{bb101158,
        AUTHOR = "Maldonado, S. and Lopez, J.",
        TITLE = "Imbalanced data classification using second-order cone programming
support vector machines",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "5",
        PAGES = "2070-2079",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97585"}

@article{bb101159,
        AUTHOR = "Shao, Y.H. and Chen, W.J. and Zhang, J.J. and Wang, Z. and Deng, N.Y.",
        TITLE = "An efficient weighted Lagrangian twin support vector machine for
imbalanced data classification",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "9",
        PAGES = "3158-3167",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97586"}

@article{bb101160,
        AUTHOR = "Sun, Z.B. and Song, Q.B. and Zhu, X.Y. and Sun, H. and Xu, B. and Zhou, Y.M.",
        TITLE = "A novel ensemble method for classifying imbalanced data",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "5",
        PAGES = "1623-1637",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97587"}

@article{bb101161,
        AUTHOR = "d'Addabbo, A. and Maglietta, R.",
        TITLE = "Parallel selective sampling method for imbalanced and large data
classification",
        JOURNAL = PRL,
        VOLUME = "62",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "61-67",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97588"}

@article{bb101162,
        AUTHOR = "Cheng, F.Y. and Zhang, J. and Wen, C.H.",
        TITLE = "Cost-Sensitive Large margin Distribution Machine for classification
of imbalanced data",
        JOURNAL = PRL,
        VOLUME = "80",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "107-112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97589"}

@article{bb101163,
        AUTHOR = "Zhang, X.G. and Wang, D.X. and Zhou, Y.C. and Chen, H. and Cheng, F.Y. and Liu, M.",
        TITLE = "Kernel modified optimal margin distribution machine for imbalanced
data classification",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "325-332",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97590"}

@article{bb101164,
        AUTHOR = "Saez, J.A. and Krawczyk, B. and Wozniak, M.",
        TITLE = "Analyzing the oversampling of different classes and types of examples
in multi-class imbalanced datasets",
        JOURNAL = PR,
        VOLUME = "57",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "164-178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97591"}

@article{bb101165,
        AUTHOR = "Vluymans, S. and Tarrago, D.S. and Saeys, Y. and Cornelis, C. and Herrera, F.",
        TITLE = "Fuzzy rough classifiers for class imbalanced multi-instance data",
        JOURNAL = PR,
        VOLUME = "53",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "36-45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97592"}

@article{bb101166,
        AUTHOR = "Ng, W.W.Y. and Zeng, G.J. and Zhang, J.J. and Yeung, D.S. and Pedrycz, W.",
        TITLE = "Dual autoencoders features for imbalance classification problem",
        JOURNAL = PR,
        VOLUME = "60",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "875-889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97593"}

@article{bb101167,
        AUTHOR = "Zhang, X.Z. and Li, Y.X. and Kotagiri, R. and Wu, L.F. and Tari, Z. and Cheriet, M.",
        TITLE = "KRNN: k Rare-class Nearest Neighbour classification",
        JOURNAL = PR,
        VOLUME = "62",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "33-44",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97594"}

@article{bb101168,
        AUTHOR = "Zhu, C.M. and Wang, Z.",
        TITLE = "Entropy-based matrix learning machine for imbalanced data sets",
        JOURNAL = PRL,
        VOLUME = "88",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "72-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97595"}

@article{bb101169,
        AUTHOR = "Xu, Y.",
        TITLE = "Maximum Margin of Twin Spheres Support Vector Machine for Imbalanced
Data Classification",
        JOURNAL = Cyber,
        VOLUME = "47",
        YEAR = "2017",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1540-1550",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97596"}

@article{bb101170,
        AUTHOR = "Gonzalez, S. and Garcia, S. and Lazaro, M. and Figueiras Vidal, A.R. and Herrera, F.",
        TITLE = "Class Switching according to Nearest Enemy Distance for learning from
highly imbalanced data-sets",
        JOURNAL = PR,
        VOLUME = "70",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "12-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97597"}

@article{bb101171,
        AUTHOR = "Devi, D. and Biswas, S.K. and Purkayastha, B.",
        TITLE = "Redundancy-driven modified Tomek-link based undersampling:
A solution to class imbalance",
        JOURNAL = PRL,
        VOLUME = "93",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "3-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97598"}

@article{bb101172,
        AUTHOR = "Tang, B. and He, H.B.",
        TITLE = "GIR-based ensemble sampling approaches for imbalanced learning",
        JOURNAL = PR,
        VOLUME = "71",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "306-319",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97599"}

@article{bb101173,
        AUTHOR = "Zhu, T.F. and Lin, Y.P. and Liu, Y.",
        TITLE = "Synthetic minority oversampling technique for multiclass imbalance
problems",
        JOURNAL = PR,
        VOLUME = "72",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "327-340",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97600"}

@article{bb101174,
        AUTHOR = "Ortigosa Hernandez, J. and Inza, I. and Lozano, J.A.",
        TITLE = "Measuring the class-imbalance extent of multi-class problems",
        JOURNAL = PRL,
        VOLUME = "98",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "32-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97601"}

@article{bb101175,
        AUTHOR = "Kang, Q. and Chen, X. and Li, S. and Zhou, M.",
        TITLE = "A Noise-Filtered Under-Sampling Scheme for Imbalanced Classification",
        JOURNAL = Cyber,
        VOLUME = "47",
        YEAR = "2017",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4263-4274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97602"}

@article{bb101176,
        AUTHOR = "Castellanos, F.J. and Valero Mas, J.J. and Calvo Zaragoza, J. and Rico Juan, J.R.",
        TITLE = "Oversampling imbalanced data in the string space",
        JOURNAL = PRL,
        VOLUME = "103",
        YEAR = "2018",
        PAGES = "32-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97603"}

@article{bb101177,
        AUTHOR = "Yuan, X.H. and Xie, L.J. and Abouelenien, M.",
        TITLE = "A regularized ensemble framework of deep learning for cancer
detection from multi-class, imbalanced training data",
        JOURNAL = PR,
        VOLUME = "77",
        YEAR = "2018",
        PAGES = "160-172",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97604"}

@article{bb101178,
        AUTHOR = "Krawczyk, B. and McInnes, B.T.",
        TITLE = "Local ensemble learning from imbalanced and noisy data for word sense
disambiguation",
        JOURNAL = PR,
        VOLUME = "78",
        YEAR = "2018",
        PAGES = "103-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97605"}

@article{bb101179,
        AUTHOR = "Fernandez Baldera, A. and Buenaposada, J.M. and Baumela, L.",
        TITLE = "BAdaCost: Multi-class Boosting with Costs",
        JOURNAL = PR,
        VOLUME = "79",
        YEAR = "2018",
        PAGES = "467-479",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97606"}

@inproceedings{bb101180,
        AUTHOR = "Fernandez Baldera, A. and Buenaposada, J.M. and Baumela, L.",
        TITLE = "Multi-class Boosting for Imbalanced Data",
        BOOKTITLE = IbPRIA15,
        YEAR = "2015",
        PAGES = "57-64",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97607"}

@article{bb101181,
        AUTHOR = "Li, S. and Song, W.F. and Qin, H. and Hao, A.",
        TITLE = "Deep variance network: An iterative, improved CNN framework for
unbalanced training datasets",
        JOURNAL = PR,
        VOLUME = "81",
        YEAR = "2018",
        PAGES = "294-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97608"}

@article{bb101182,
        AUTHOR = "Das, S. and Datta, S. and Chaudhuri, B.B.",
        TITLE = "Handling data irregularities in classification:
Foundations, trends, and future challenges",
        JOURNAL = PR,
        VOLUME = "81",
        YEAR = "2018",
        PAGES = "674-693",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97609"}

@article{bb101183,
        AUTHOR = "Metzler, G. and Badiche, X. and Belkasmi, B. and Fromont, E. and Habrard, A. and Sebban, M.",
        TITLE = "Learning maximum excluding ellipsoids from imbalanced data with
theoretical guarantees",
        JOURNAL = PRL,
        VOLUME = "112",
        YEAR = "2018",
        PAGES = "310-316",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97610"}

@article{bb101184,
        AUTHOR = "Gautheron, L. and Habrard, A. and Morvant, E. and Sebban, M.",
        TITLE = "Metric Learning from Imbalanced Data with Generalization Guarantees",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "298-304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97611"}

@article{bb101185,
        AUTHOR = "Zhu, R. and Wang, Z. and Ma, Z. and Wang, G.J. and Xue, J.H.",
        TITLE = "LRID: A new metric of multi-class imbalance degree based on
likelihood-ratio test",
        JOURNAL = PRL,
        VOLUME = "116",
        YEAR = "2018",
        PAGES = "36-42",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97612"}

@article{bb101186,
        AUTHOR = "Luque, A. and Carrasco, A. and Martin, A. and de las Heras, A.",
        TITLE = "The impact of class imbalance in classification performance metrics
based on the binary confusion matrix",
        JOURNAL = PR,
        VOLUME = "91",
        YEAR = "2019",
        PAGES = "216-231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97613"}

@article{bb101187,
        AUTHOR = "Zhou, G.J. and Zhang, Y.",
        TITLE = "Transfer and Association:
A Novel Detection Method for Targets without Prior Homogeneous Samples",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97614"}

@article{bb101188,
        AUTHOR = "Sun, F. and Wang, R. and Wan, B. and Su, Y.J. and Guo, Q.H. and Huang, Y.X. and Wu, X.C.",
        TITLE = "Efficiency of Extreme Gradient Boosting for Imbalanced Land Cover
Classification Using an Extended Margin and Disagreement Performance",
        JOURNAL = IJGI,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97615"}

@article{bb101189,
        AUTHOR = "Sadhukhan, P. and Palit, S.",
        TITLE = "Reverse-nearest neighborhood based oversampling for imbalanced,
multi-label datasets",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "813-820",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97616"}

@article{bb101190,
        AUTHOR = "Indraswari, R. and Kurita, T. and Arifin, A.Z. and Suciati, N. and Astuti, E.R.",
        TITLE = "Multi-projection deep learning network for segmentation of 3D medical
images",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "791-797",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97617"}

@article{bb101191,
        AUTHOR = "Kim, Y.G. and Kwon, Y.C. and Paik, M.C.",
        TITLE = "Valid oversampling schemes to handle imbalance",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "661-667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97618"}

@article{bb101192,
        AUTHOR = "Kaur, H. and Pannu, H.S. and Malhi, A.K.",
        TITLE = "A Systematic Review on Imbalanced Data Challenges in Machine Learning:
Applications and Solutions",
        JOURNAL = Surveys,
        VOLUME = "52",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "September",
        PAGES = "Article No 79",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97619"}

@article{bb101193,
        AUTHOR = "Douzas, G. and Bacao, F. and Fonseca, J. and Khudinyan, M.",
        TITLE = "Imbalanced Learning in Land Cover Classification: Improving Minority
Classes' Prediction Accuracy Using the Geometric SMOTE Algorithm",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97620"}

@article{bb101194,
        AUTHOR = "Koziarski, M.",
        TITLE = "Radial-Based Undersampling for imbalanced data classification",
        JOURNAL = PR,
        VOLUME = "102",
        YEAR = "2020",
        PAGES = "107262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97621"}

@article{bb101195,
        AUTHOR = "Mullick, S.S. and Datta, S. and Dhekane, S.G. and Das, S.",
        TITLE = "Appropriateness of performance indices for imbalanced data
classification: An analysis",
        JOURNAL = PR,
        VOLUME = "102",
        YEAR = "2020",
        PAGES = "107197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97622"}

@article{bb101196,
        AUTHOR = "Richhariya, B. and Tanveer, M.",
        TITLE = "A reduced universum twin support vector machine for class imbalance
learning",
        JOURNAL = PR,
        VOLUME = "102",
        YEAR = "2020",
        PAGES = "107150",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97623"}

@article{bb101197,
        AUTHOR = "Shi, C.H. and Li, X.J. and Lv, J.C. and Yin, J. and Mumtaz, I.",
        TITLE = "Robust geodesic based outlier detection for class imbalance problem",
        JOURNAL = PRL,
        VOLUME = "131",
        YEAR = "2020",
        PAGES = "428-434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97624"}

@article{bb101198,
        AUTHOR = "Zhu, R. and Guo, Y. and Xue, J.H.",
        TITLE = "Adjusting the imbalance ratio by the dimensionality of imbalanced
data",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "217-223",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97625"}

@article{bb101199,
        AUTHOR = "Huang, C.X. and Huang, X. and Fang, Y. and Xu, J.F. and Qu, Y. and Zhai, P.J. and Fan, L. and Yin, H. and Xu, Y. and Li, J.",
        TITLE = "Sample imbalance disease classification model based on association
rule feature selection",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "280-286",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT97626"}

Last update:May 26, 2020 at 12:00:59