@article{bb142300,
        AUTHOR = "Jiang, Z.L. and Lin, Z. and Ling, H.B. and Porikli, F.M. and Shao, L. and Turaga, P.K.",
        TITLE = "Discriminative feature learning from big data for visual recognition",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "10",
        PAGES = "2961-2963",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138244"}

@article{bb142301,
        AUTHOR = "Zhao, J. and Wang, L.T. and Cabral, R.S. and de la Torre, F.",
        TITLE = "Feature and Region Selection for Visual Learning",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1084-1094",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138245"}

@article{bb142302,
        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#TT138246"}

@article{bb142303,
        AUTHOR = "Hafiz, F. and Swain, A. and Patel, N. and Naik, C.",
        TITLE = "A two-dimensional (2-D) learning framework for Particle Swarm based
feature selection",
        JOURNAL = PR,
        VOLUME = "76",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "416-433",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138247"}

@article{bb142304,
        AUTHOR = "Huang, J. and Li, G. and Huang, Q. and Wu, X.",
        TITLE = "Joint Feature Selection and Classification for Multilabel Learning",
        JOURNAL = Cyber,
        VOLUME = "48",
        YEAR = "2018",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "876-889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138248"}

@article{bb142305,
        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#TT138249"}

@article{bb142306,
        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#TT138250"}

@article{bb142307,
        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#TT138251"}

@article{bb142308,
        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#TT138252"}

@article{bb142309,
        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#TT138253"}

@article{bb142310,
        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#TT138254"}

@article{bb142311,
        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#TT138255"}

@article{bb142312,
        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#TT138256"}

@article{bb142313,
        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#TT138257"}

@article{bb142314,
        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#TT138258"}

@article{bb142315,
        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#TT138259"}

@article{bb142316,
        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#TT138260"}

@article{bb142317,
        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#TT138261"}

@article{bb142318,
        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#TT138262"}

@article{bb142319,
        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#TT138263"}

@article{bb142320,
        AUTHOR = "Zhu, R. and Wang, Z.Y. and Ma, Z.Y. 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#TT138264"}

@article{bb142321,
        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#TT138265"}

@article{bb142322,
        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#TT138266"}

@article{bb142323,
        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#TT138267"}

@article{bb142324,
        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#TT138268"}

@article{bb142325,
        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#TT138269"}

@article{bb142326,
        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#TT138270"}

@article{bb142327,
        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#TT138271"}

@article{bb142328,
        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#TT138272"}

@article{bb142329,
        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#TT138273"}

@article{bb142330,
        AUTHOR = "Zhu, R. and Guo, Y.W. 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#TT138274"}

@article{bb142331,
        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.H.",
        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#TT138275"}

@article{bb142332,
        AUTHOR = "Xiao, G.B. and Zhou, X. and Yan, Y. and Wang, H.Z.",
        TITLE = "A two-step hypergraph reduction based fitting method for unbalanced
data",
        JOURNAL = PRL,
        VOLUME = "134",
        YEAR = "2020",
        PAGES = "106-115",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138276"}

@article{bb142333,
        AUTHOR = "Jimenez Castano, C. and Alvarez Meza, A. and Orozco Gutierrez, A.",
        TITLE = "Enhanced automatic twin support vector machine for imbalanced data
classification",
        JOURNAL = PR,
        VOLUME = "107",
        YEAR = "2020",
        PAGES = "107442",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138277"}

@article{bb142334,
        AUTHOR = "Jimenez Castano, C. and Alvarez Meza, A. and Cardenas Pena, D. and Orozco Gutierrez, A. and Guerrero Erazo, J.",
        TITLE = "Krein twin support vector machines for imbalanced data classification",
        JOURNAL = PRL,
        VOLUME = "182",
        YEAR = "2024",
        PAGES = "39-45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138278"}

@article{bb142335,
        AUTHOR = "Wang, C. and Deng, C.Y. and Wang, S.Z.",
        TITLE = "Imbalance-XGBoost: leveraging weighted and focal losses for binary
label-imbalanced classification with XGBoost",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "190-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138279"}

@article{bb142336,
        AUTHOR = "Santos, M.S. and Abreu, P.H. and Wilk, S. and Santos, J.",
        TITLE = "How distance metrics influence missing data imputation with k-nearest
neighbours",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "111-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138280"}

@article{bb142337,
        AUTHOR = "Zhu, Q.",
        TITLE = "On the performance of Matthews correlation coefficient (MCC) for
imbalanced dataset",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "71-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138281"}

@article{bb142338,
        AUTHOR = "Gao, Y.L. and Yang, C.Y. and Lin, K.Y. and Pan, J.Y. and Li, L.",
        TITLE = "Conditional semi-fuzzy c-means clustering for imbalanced dataset",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "11",
        MONTH = "September",
        PAGES = "2343-2355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138282"}

@article{bb142339,
        AUTHOR = "Naboureh, A. and Li, A. and Bian, J.H. and Lei, G.B. and Amani, M.",
        TITLE = "A Hybrid Data Balancing Method for Classification of Imbalanced
Training Data within Google Earth Engine: Case Studies from
Mountainous Regions",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "20",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138283"}

@article{bb142340,
        AUTHOR = "Naboureh, A. and Ebrahimy, H. and Azadbakht, M. and Bian, J.H. and Amani, M.",
        TITLE = "RUESVMs: An Ensemble Method to Handle the Class Imbalance Problem in
Land Cover Mapping Using Google Earth Engine",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "21",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138284"}

@article{bb142341,
        AUTHOR = "Jing, X.Y. and Zhang, X.Y. and Zhu, X.K. and Wu, F. and You, X.G. and Gao, Y. and Shan, S.G. and Yang, J.Y.",
        TITLE = "Multiset Feature Learning for Highly Imbalanced Data Classification",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "139-156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138285"}

@article{bb142342,
        AUTHOR = "Quan, Y.H. and Zhong, X. and Feng, W. and Chan, J.C.W. and Li, Q. and Xing, M.D.",
        TITLE = "SMOTE-Based Weighted Deep Rotation Forest for the Imbalanced
Hyperspectral Data Classification",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138286"}

@article{bb142343,
        AUTHOR = "Yuan, M. and Xu, Y.T.",
        TITLE = "Bound estimation-based safe acceleration for maximum margin of twin
spheres machine with pinball loss",
        JOURNAL = PR,
        VOLUME = "114",
        YEAR = "2021",
        PAGES = "107860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138287"}

@article{bb142344,
        AUTHOR = "Zhu, Y. and Ting, K.M. and Carman, M.J. and Angelova, M.",
        TITLE = "CDF Transform-and-Shift: An effective way to deal with datasets of
inhomogeneous cluster densities",
        JOURNAL = PR,
        VOLUME = "117",
        YEAR = "2021",
        PAGES = "107977",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138288"}

@article{bb142345,
        AUTHOR = "Bejaoui, A. and Elkhalil, K. and Kammoun, A. and Alouini, M.S. and Al Naffouri, T.",
        TITLE = "Cost-sensitive design of quadratic discriminant analysis for
imbalanced data",
        JOURNAL = PRL,
        VOLUME = "149",
        YEAR = "2021",
        PAGES = "24-29",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138289"}

@article{bb142346,
        AUTHOR = "Kim, K.",
        TITLE = "Normalized class coherence change-based kNN for classification of
imbalanced data",
        JOURNAL = PR,
        VOLUME = "120",
        YEAR = "2021",
        PAGES = "108126",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138290"}

@article{bb142347,
        AUTHOR = "Jing, T.T. and Xu, B.R. and Ding, Z.M.",
        TITLE = "Towards Fair Knowledge Transfer for Imbalanced Domain Adaptation",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "8200-8211",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138291"}

@article{bb142348,
        AUTHOR = "Kim, Y.C. and Lee, Y. and Jeon, M.",
        TITLE = "Imbalanced image classification with complement cross entropy",
        JOURNAL = PRL,
        VOLUME = "151",
        YEAR = "2021",
        PAGES = "33-40",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138292"}

@article{bb142349,
        AUTHOR = "Huang, R. and Jiang, W.D. and Sun, G.L.",
        TITLE = "Manifold-based constraint Laplacian score for multi-label feature
selection",
        JOURNAL = PRL,
        VOLUME = "112",
        YEAR = "2018",
        PAGES = "346-352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138293"}

@article{bb142350,
        AUTHOR = "Huang, R. and Wu, Z.J.",
        TITLE = "Multi-label feature selection via manifold regularization and
dependence maximization",
        JOURNAL = PR,
        VOLUME = "120",
        YEAR = "2021",
        PAGES = "108149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138294"}

@article{bb142351,
        AUTHOR = "Suh, S. and Lukowicz, P. and Lee, Y.O.",
        TITLE = "Discriminative feature generation for classification of imbalanced
data",
        JOURNAL = PR,
        VOLUME = "122",
        YEAR = "2022",
        PAGES = "108302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138295"}

@article{bb142352,
        AUTHOR = "Hao, J.Y. and Wang, C.J. and Yang, G. and Gao, Z.F. and Zhang, J.L. and Zhang, H.",
        TITLE = "Annealing Genetic GAN for Imbalanced Web Data Learning",
        JOURNAL = MultMed,
        VOLUME = "24",
        YEAR = "2022",
        PAGES = "1164-1174",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138296"}

@article{bb142353,
        AUTHOR = "Wang, Z. and Dong, Q. and Guo, W. and Li, D.D. and Zhang, J. and Du, W.L.",
        TITLE = "Geometric imbalanced deep learning with feature scaling and boundary
sample mining",
        JOURNAL = PR,
        VOLUME = "126",
        YEAR = "2022",
        PAGES = "108564",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138297"}

@article{bb142354,
        AUTHOR = "Gilet, C. and Barbosa, S. and Fillatre, L.",
        TITLE = "Discrete Box-Constrained Minimax Classifier for Uncertain and
Imbalanced Class Proportions",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2923-2937",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138298"}

@article{bb142355,
        AUTHOR = "Wang, G.J. and Zhou, T. and Choi, K.S. and Lu, J.",
        TITLE = "A Deep-Ensemble-Level-Based Interpretable Takagi-Sugeno-Kang Fuzzy
Classifier for Imbalanced Data",
        JOURNAL = Cyber,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3805-3818",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138299"}

@article{bb142356,
        AUTHOR = "Quan, D.Y. and Feng, W. and Dauphin, G. and Wang, X.F. and Huang, W.J. and Xing, M.D.",
        TITLE = "A Novel Double Ensemble Algorithm for the Classification of
Multi-Class Imbalanced Hyperspectral Data",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "15",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138300"}

@article{bb142357,
        AUTHOR = "Chen, L. and Wang, Y.H. and Li, H.",
        TITLE = "Enhancement of DNN-based multilabel classification by grouping labels
based on data imbalance and label correlation",
        JOURNAL = PR,
        VOLUME = "132",
        YEAR = "2022",
        PAGES = "108964",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138301"}

@article{bb142358,
        AUTHOR = "Zhao, L.C. and Shang, Z.W. and Tan, J. and Zhou, M.L. and Zhang, M. and Gu, D.D. and Zhang, T.P. and Tang, Y.Y.",
        TITLE = "Siamese networks with an online reweighted example for imbalanced
data learning",
        JOURNAL = PR,
        VOLUME = "132",
        YEAR = "2022",
        PAGES = "108947",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138302"}

@article{bb142359,
        AUTHOR = "Zhu, Q.Q. and Deng, W.H. and Zheng, Z. and Zhong, Y.F. and Guan, Q.F. and Lin, W.H. and Zhang, L.P. and Li, D.R.",
        TITLE = "A Spectral-Spatial-Dependent Global Learning Framework for
Insufficient and Imbalanced Hyperspectral Image Classification",
        JOURNAL = Cyber,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "11709-11723",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138303"}

@article{bb142360,
        AUTHOR = "Rodriguez Alvarez, Y. and Garcia Lorenzo, M.M. and Caballero Mota, Y. and Filiberto Cabrera, Y. and Garcia Hilarion, I.M. and Machado Montes de Oca, D. and Bello Perez, R.",
        TITLE = "Fuzzy prototype selection-based classifiers for imbalanced data. Case
study",
        JOURNAL = PRL,
        VOLUME = "163",
        YEAR = "2022",
        PAGES = "183-190",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138304"}

@article{bb142361,
        AUTHOR = "Gutierrez Lopez, A. and Gonzalez Serrano, F.J. and Figueiras Vidal, A.R.",
        TITLE = "Optimum Bayesian thresholds for rebalanced classification problems
using class-switching ensembles",
        JOURNAL = PR,
        VOLUME = "135",
        YEAR = "2023",
        PAGES = "109158",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138305"}

@article{bb142362,
        AUTHOR = "Naji, H.A.H. and Li, T.F. and Xue, Q.J. and Duan, X.D.",
        TITLE = "A Hypered Deep-Learning-Based Model of Hyperspectral Images
Generation and Classification for Imbalanced Data",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138306"}

@article{bb142363,
        AUTHOR = "Shaik, A.L.H.P. and Manoharan, M.K. and Pani, A.K. and Avala, R.R. and Chen, C.M.",
        TITLE = "Gaussian Mutation-Spider Monkey Optimization (GM-SMO) Model for
Remote Sensing Scene Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138307"}

@article{bb142364,
        AUTHOR = "van Duynhoven, A. and Dragicevic, S.",
        TITLE = "Mitigating Imbalance of Land Cover Change Data for Deep Learning
Models with Temporal and Spatiotemporal Sample Weighting Schemes",
        JOURNAL = IJGI,
        VOLUME = "11",
        YEAR = "2022",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138308"}

@article{bb142365,
        AUTHOR = "Cao, C.Z. and Liu, X. and Cao, S. and Shi, J.Q.",
        TITLE = "Joint classification and prediction of random curves using
heavy-tailed process functional regression",
        JOURNAL = PR,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "109213",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138309"}

@article{bb142366,
        AUTHOR = "Wang, X.Y. and Jing, L.P. and Lyu, Y.L. and Guo, M.Z. and Wang, J.Q. and Liu, H.F. and Yu, J. and Zeng, T.Y.",
        TITLE = "Deep Generative Mixture Model for Robust Imbalance Classification",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "2897-2912",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138310"}

@inproceedings{bb142367,
        AUTHOR = "Wang, X.Y. and Lyu, Y.L. and Jing, L.P.",
        TITLE = "Deep Generative Model for Robust Imbalance Classification",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "14112-14121",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138311"}

@article{bb142368,
        AUTHOR = "Lazaro, M. and Figueiras Vidal, A.R.",
        TITLE = "Neural network for ordinal classification of imbalanced data by
minimizing a Bayesian cost",
        JOURNAL = PR,
        VOLUME = "137",
        YEAR = "2023",
        PAGES = "109303",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138312"}

@article{bb142369,
        AUTHOR = "Wang, X.N. and Zhao, Y. and Li, C. and Ren, P.",
        TITLE = "ProbSAP: A comprehensive and high-performance system for student
academic performance prediction",
        JOURNAL = PR,
        VOLUME = "137",
        YEAR = "2023",
        PAGES = "109309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138313"}

@article{bb142370,
        AUTHOR = "Liu, Y.C. and Lai, K.W.C.",
        TITLE = "The Performance Index of Convolutional Neural Network-Based
Classifiers in Class Imbalance Problem",
        JOURNAL = PR,
        VOLUME = "137",
        YEAR = "2023",
        PAGES = "109284",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138314"}

@article{bb142371,
        AUTHOR = "Xi, B. and Li, J.J. and Diao, Y. and Li, Y.S. and Li, Z. and Huang, Y. and Chanussot, J.",
        TITLE = "DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced
Hyperspectral Imagery",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1535-1548",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138315"}

@article{bb142372,
        AUTHOR = "Chen, H. and Cheng, Y.",
        TITLE = "Travel Mode Choice Prediction Using Imbalanced Machine Learning",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "3795-3808",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138316"}

@article{bb142373,
        AUTHOR = "Wang, S. and Chen, H. and Ding, L. and Sui, H. and Ding, J.L.",
        TITLE = "GAN-SR Anomaly Detection Model Based on Imbalanced Data",
        JOURNAL = IEICE,
        VOLUME = "E106-D",
        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1209-1218",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138317"}

@article{bb142374,
        AUTHOR = "Rosales Perez, A. and Garcia, S. and Herrera, F.",
        TITLE = "Handling Imbalanced Classification Problems With Support Vector
Machines via Evolutionary Bilevel Optimization",
        JOURNAL = Cyber,
        VOLUME = "53",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4735-4747",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138318"}

@article{bb142375,
        AUTHOR = "Deng, Y.X. and Ma, J.Y.",
        TITLE = "ReDFeat: Recoupling Detection and Description for Multimodal Feature
Learning",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "591-602",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138319"}

@article{bb142376,
        AUTHOR = "Kong, X.Y. and Wei, X. and Liu, X.Y. and Wang, J.J. and Xing, W.W. and Lu, W.",
        TITLE = "FGBC: Flexible graph-based balanced classifier for class-imbalanced
semi-supervised learning",
        JOURNAL = PR,
        VOLUME = "143",
        YEAR = "2023",
        PAGES = "109793",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138320"}

@article{bb142377,
        AUTHOR = "Sun, J. and Zhou, J.K. and Liu, Q.",
        TITLE = "PoiseNet: Dealing With Data Imbalance in DensePose",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5664-5678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138321"}

@article{bb142378,
        AUTHOR = "Jabbari, H. and Bigdeli, N.",
        TITLE = "A new hierarchical algorithm based on CapsGAN for imbalanced image
classification",
        JOURNAL = IET-IPR,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "1",
        PAGES = "194-210",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138322"}

@article{bb142379,
        AUTHOR = "Farhadpour, S. and Warner, T.A. and Maxwell, A.E.",
        TITLE = "Selecting and Interpreting Multiclass Loss and Accuracy Assessment
Metrics for Classifications with Class Imbalance: Guidance and Best
Practices",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "3",
        PAGES = "533",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138323"}

@article{bb142380,
        AUTHOR = "Zhang, S.Y. and Chen, C. and Xie, Q. and Sun, H.G. and Dong, F. and Peng, S.",
        TITLE = "Distribution Unified and Probability Space Aligned Teacher-Student
Learning for Imbalanced Visual Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2414-2425",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138324"}

@article{bb142381,
        AUTHOR = "Liu, H.F. and Sheng, M.M. and Sun, Z. and Yao, Y.Z. and Hua, X.S. and Shen, H.T.",
        TITLE = "Learning With Imbalanced Noisy Data by Preventing Bias in Sample
Selection",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "7426-7437",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138325"}

@article{bb142382,
        AUTHOR = "Guo, X.Y. and Wei, X. and Zhang, S.L. and Lu, W. and Xing, W.W.",
        TITLE = "DCRP: Class-Aware Feature Diffusion Constraint and Reliable
Pseudo-Labeling for Imbalanced Semi-Supervised Learning",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "7146-7159",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138326"}

@article{bb142383,
        AUTHOR = "Li, X.J. and Su, Y. and Yao, J.P. and Guo, Y. and Fan, S.",
        TITLE = "Factor annealing decoupling compositional training method for
imbalanced hyperspectral image classification",
        JOURNAL = IET-IPR,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "10",
        PAGES = "2553-2567",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138327"}

@article{bb142384,
        AUTHOR = "Han, M.M. and Guo, H. and Wang, W.J.",
        TITLE = "A new data complexity measure for multi-class imbalanced
classification tasks",
        JOURNAL = PR,
        VOLUME = "157",
        YEAR = "2025",
        PAGES = "110881",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138328"}

@article{bb142385,
        AUTHOR = "Pang, Y. and Peng, L.Z. and Zhang, H.B. and Chen, Z.X. and Yang, B.",
        TITLE = "Imbalanced ensemble learning leveraging a novel data-level diversity
metric",
        JOURNAL = PR,
        VOLUME = "157",
        YEAR = "2025",
        PAGES = "110886",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138329"}

@article{bb142386,
        AUTHOR = "Liu, W.H. and Liu, X.B. and Li, H.Y. and Lin, C.C.",
        TITLE = "Contraction mapping of feature norms for data quality imbalance
learning",
        JOURNAL = PRL,
        VOLUME = "185",
        YEAR = "2024",
        PAGES = "232-238",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138330"}

@article{bb142387,
        AUTHOR = "Qu, A. and Wu, Q. and Yu, L. and Li, J. and Liu, J.",
        TITLE = "Class-Specific Thresholding for Imbalanced Semi-Supervised Learning",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "2375-2379",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138331"}

@article{bb142388,
        AUTHOR = "Xu, N. and Qiao, C.Y. and Zhao, Y.C. and Geng, X. and Zhang, M.L.",
        TITLE = "Variational Label Enhancement for Instance-Dependent Partial Label
Learning",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "11298-11313",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138332"}

@article{bb142389,
        AUTHOR = "Tang, W. and Yang, Y.F. and Zhang, W.J. and Zhang, M.L.",
        TITLE = "Calibratable Disambiguation Loss for Multi-Instance Partial-Label
Learning",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "13895-13909",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138333"}

@article{bb142390,
        AUTHOR = "Deng, H.W. and Zhang, W.J. and Zhang, M.L.",
        TITLE = "Instance-dependent label noise learning via separating style from
content",
        JOURNAL = PRL,
        VOLUME = "196",
        YEAR = "2025",
        PAGES = "9-15",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138334"}

@article{bb142391,
        AUTHOR = "Saadatmand, H. and Akbarzadeh T, M.R.",
        TITLE = "Many-Objective Jaccard-Based Evolutionary Feature Selection for
High-Dimensional Imbalanced Data Classification",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "8820-8835",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138335"}

@article{bb142392,
        AUTHOR = "Zhang, H.W. and Du, Q.Y. and Zhang, S. and Yang, R.F.",
        TITLE = "A Semantically Enhanced Label Prediction Method for Imbalanced POI
Data Category Distribution",
        JOURNAL = IJGI,
        VOLUME = "13",
        YEAR = "2024",
        NUMBER = "10",
        PAGES = "364",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138336"}

@article{bb142393,
        AUTHOR = "Miftahushudur, T. and Sahin, H.M. and Grieve, B. and Yin, H.J.",
        TITLE = "A Survey of Methods for Addressing Imbalance Data Problems in
Agriculture Applications",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "3",
        PAGES = "454",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138337"}

@article{bb142394,
        AUTHOR = "Wu, F.Y. and Liu, Z.G. and Zhang, Z.W. and Liu, J.X. and Wang, L.F.",
        TITLE = "Collaborative Global-Local Structure Network With Knowledge
Distillation for Imbalanced Data Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "2450-2460",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138338"}

@article{bb142395,
        AUTHOR = "Ma, Y.B. and Jiao, L.C. and Liu, F. and Wen, M. and Li, L.L. and Ma, W.P. and Yang, S.Y. and Liu, X. and Chen, P.",
        TITLE = "Predicting and Enhancing the Fairness of DNNs With the Curvature of
Perceptual Manifolds",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3394-3411",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138339"}

@article{bb142396,
        AUTHOR = "Ning, Z.H. and Guo, C. and Zhang, D.",
        TITLE = "Meta-distribution-based ensemble sampler for imbalanced
semi-supervised learning",
        JOURNAL = PR,
        VOLUME = "164",
        YEAR = "2025",
        PAGES = "111552",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138340"}

@article{bb142397,
        AUTHOR = "Guo, E. and Wang, Z.C. and Zhao, Z. and Zhou, L.P.",
        TITLE = "Imbalanced Medical Image Segmentation With Pixel-Dependent Noisy
Labels",
        JOURNAL = MedImg,
        VOLUME = "44",
        YEAR = "2025",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2016-2027",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138341"}

@article{bb142398,
        AUTHOR = "Moon, Y.B. and Nam, H.W. and Choi, W. and Kim, N. and Kwak, S. and Oh, T.H.",
        TITLE = "SYNAuG: Exploiting synthetic data for data imbalance problems",
        JOURNAL = PRL,
        VOLUME = "193",
        YEAR = "2025",
        PAGES = "115-121",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138342"}

@article{bb142399,
        AUTHOR = "Ding, H.W. and Huang, N. and Wu, Y.X. and Cui, X.H.",
        TITLE = "Improving imbalanced medical image classification through GAN-based
data augmentation methods",
        JOURNAL = PR,
        VOLUME = "166",
        YEAR = "2025",
        PAGES = "111680",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138343"}

Last update: