@article{bb142000,
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#TT137946"}
@article{bb142001,
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#TT137947"}
@article{bb142002,
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#TT137948"}
@article{bb142003,
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#TT137949"}
@article{bb142004,
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#TT137950"}
@article{bb142005,
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#TT137951"}
@article{bb142006,
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#TT137952"}
@article{bb142007,
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#TT137953"}
@article{bb142008,
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#TT137954"}
@article{bb142009,
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#TT137955"}
@article{bb142010,
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#TT137956"}
@article{bb142011,
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#TT137957"}
@article{bb142012,
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#TT137958"}
@article{bb142013,
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#TT137959"}
@article{bb142014,
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#TT137960"}
@article{bb142015,
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#TT137961"}
@article{bb142016,
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#TT137962"}
@article{bb142017,
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#TT137963"}
@article{bb142018,
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#TT137964"}
@article{bb142019,
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#TT137965"}
@article{bb142020,
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#TT137966"}
@article{bb142021,
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#TT137967"}
@article{bb142022,
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#TT137968"}
@article{bb142023,
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#TT137969"}
@article{bb142024,
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#TT137970"}
@article{bb142025,
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#TT137971"}
@article{bb142026,
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#TT137972"}
@article{bb142027,
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#TT137973"}
@article{bb142028,
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#TT137974"}
@article{bb142029,
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#TT137975"}
@article{bb142030,
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#TT137976"}
@article{bb142031,
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#TT137977"}
@article{bb142032,
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#TT137978"}
@article{bb142033,
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#TT137979"}
@article{bb142034,
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#TT137980"}
@article{bb142035,
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#TT137981"}
@article{bb142036,
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#TT137982"}
@article{bb142037,
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#TT137983"}
@article{bb142038,
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#TT137984"}
@article{bb142039,
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#TT137985"}
@article{bb142040,
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#TT137986"}
@article{bb142041,
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#TT137987"}
@article{bb142042,
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#TT137988"}
@article{bb142043,
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#TT137989"}
@article{bb142044,
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#TT137990"}
@article{bb142045,
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#TT137991"}
@article{bb142046,
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#TT137992"}
@article{bb142047,
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#TT137993"}
@article{bb142048,
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#TT137994"}
@article{bb142049,
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#TT137995"}
@inproceedings{bb142050,
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#TT137996"}
@article{bb142051,
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#TT137997"}
@article{bb142052,
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#TT137998"}
@article{bb142053,
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#TT137999"}
@article{bb142054,
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#TT138000"}
@article{bb142055,
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#TT138001"}
@article{bb142056,
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#TT138002"}
@article{bb142057,
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#TT138003"}
@article{bb142058,
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#TT138004"}
@article{bb142059,
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#TT138005"}
@article{bb142060,
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#TT138006"}
@article{bb142061,
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#TT138007"}
@article{bb142062,
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#TT138008"}
@article{bb142063,
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#TT138009"}
@article{bb142064,
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#TT138010"}
@article{bb142065,
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#TT138011"}
@article{bb142066,
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#TT138012"}
@article{bb142067,
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#TT138013"}
@article{bb142068,
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#TT138014"}
@article{bb142069,
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#TT138015"}
@article{bb142070,
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#TT138016"}
@article{bb142071,
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#TT138017"}
@article{bb142072,
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#TT138018"}
@article{bb142073,
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#TT138019"}
@article{bb142074,
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#TT138020"}
@article{bb142075,
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#TT138021"}
@article{bb142076,
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#TT138022"}
@article{bb142077,
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#TT138023"}
@article{bb142078,
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#TT138024"}
@article{bb142079,
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#TT138025"}
@article{bb142080,
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#TT138026"}
@article{bb142081,
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#TT138027"}
@article{bb142082,
AUTHOR = "Naik, S.M. and Chakraborty, T. and Panja, M. and Hadid, A. and Chakraborty, B.",
TITLE = "Skew-probabilistic neural networks for learning from imbalanced data",
JOURNAL = PR,
VOLUME = "165",
YEAR = "2025",
PAGES = "111677",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138028"}
@article{bb142083,
AUTHOR = "Yang, A. and Zhang, M. and Chen, H. and Li, T. and Liu, S. and Xu, X.Y.",
TITLE = "tanh As a robust feature scaling method in training deep learning
models with imbalanced data",
JOURNAL = PR,
VOLUME = "167",
YEAR = "2025",
PAGES = "111746",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138029"}
@article{bb142084,
AUTHOR = "Chen, P.D. and Liu, Y. and Ren, Y. and Zhang, B. and Zhao, Y.",
TITLE = "A Deep Learning-Based Solution to the Class Imbalance Problem in
High-Resolution Land Cover Classification",
JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
NUMBER = "11",
PAGES = "1845",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138030"}
@article{bb142085,
AUTHOR = "Hou, Z. and Yu, B. and Wang, C. and Zhan, Y.B. and Tao, D.C.",
TITLE = "Learning to Explore Sample Relationships",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "7",
MONTH = "July",
PAGES = "5445-5459",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138031"}
@article{bb142086,
AUTHOR = "Huang, Z. and Tian, P.Y. and Zhu, H. and Guo, P. and Li, X.T.",
TITLE = "A Dual-Branch Network for Intra-Class Diversity Extraction in
Panchromatic and Multispectral Classification",
JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
NUMBER = "12",
PAGES = "1998",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138032"}
@article{bb142087,
AUTHOR = "Zhao, Y. and Hao, K.R. and Gu, C.C. and Wei, B. and Guan, X.P.",
TITLE = "Distribution Learning Based on Evolutionary Algorithm-Assisted Deep
Neural Networks for Imbalanced Image Classification",
JOURNAL = Cyber,
VOLUME = "55",
YEAR = "2025",
NUMBER = "8",
MONTH = "August",
PAGES = "3723-3736",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138033"}
@article{bb142088,
AUTHOR = "Valero Mas, J.J. and Penarrubia, C. and Castellanos, F.J. and Gallego, A.J. and Calvo Zaragoza, J.",
TITLE = "Insights into imbalance-aware Multilabel Prototype Generation
mechanisms for k-Nearest Neighbor classification in noisy scenarios",
JOURNAL = PR,
VOLUME = "169",
YEAR = "2026",
PAGES = "111884",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138034"}
@article{bb142089,
AUTHOR = "Lin, Z. and Xu, Y. and Liu, K. and Chen, L.Y.",
TITLE = "MDGP-forest: A novel deep forest for multi-class imbalanced learning
based on multi-class disassembly and feature construction enhanced by
genetic programming",
JOURNAL = PR,
VOLUME = "170",
YEAR = "2026",
PAGES = "112070",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138035"}
@article{bb142090,
AUTHOR = "McKenney, M. and Tucek, D.",
TITLE = "Statistical Depth Measures in Density-Based Clustering with Automatic
Adjustment for Skewed Data",
JOURNAL = IJGI,
VOLUME = "14",
YEAR = "2025",
NUMBER = "8",
PAGES = "298",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138036"}
@article{bb142091,
AUTHOR = "Rong, X. and Solo, V.",
TITLE = "Asymptotic Classification Error for Heavy-Tailed Renewal Processes",
JOURNAL = SPLetters,
VOLUME = "32",
YEAR = "2025",
PAGES = "3769-3773",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138037"}
@article{bb142092,
AUTHOR = "Wang, Y. and Chang, Y.K. and Qin, Y. and Zhao, Y. and Wei, S.",
TITLE = "Unbiased Sample Selection and Label Improvement for Mitigating Noisy
Labels in Class-Imbalanced Datasets",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "10",
MONTH = "October",
PAGES = "10070-10082",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138038"}
@article{bb142093,
AUTHOR = "Qezelbash Chamak, J. and Hicklin, K. and Kim, M.",
TITLE = "KANBalance: Kolmogorov-Arnold network mitigates class imbalance",
JOURNAL = PR,
VOLUME = "171",
YEAR = "2026",
PAGES = "112325",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138039"}
@article{bb142094,
AUTHOR = "Li, M.Y. and Zhou, X.L. and Wu, O.",
TITLE = "Delving Into the Training Dynamics for Image Classification",
JOURNAL = IP,
VOLUME = "34",
YEAR = "2025",
PAGES = "6783-6798",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138040"}
@article{bb142095,
AUTHOR = "Quan, Y. and Zhang, D. and Tang, J.H.",
TITLE = "Generalized Concordant Vision Transformer With Masked Image Tokens
for Object Detection",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "11",
MONTH = "November",
PAGES = "10616-10631",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138041"}
@article{bb142096,
AUTHOR = "Wang, Z. and Xu, Q.Q. and Yang, Z.Y. and Xu, Z.K. and Zhang, L.C. and Cao, X.C. and Huang, Q.M.",
TITLE = "A Unified Perspective for Loss-Oriented Imbalanced Learning via
Localization",
JOURNAL = PAMI,
VOLUME = "48",
YEAR = "2026",
NUMBER = "1",
MONTH = "January",
PAGES = "639-656",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138042"}
@article{bb142097,
AUTHOR = "Cavazos, J.S.",
TITLE = "PET-TURTLE: Deep Unsupervised Support Vector Machines for Imbalanced
Data Clusters",
JOURNAL = SPLetters,
VOLUME = "33",
YEAR = "2026",
PAGES = "91-95",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138043"}
@article{bb142098,
AUTHOR = "Qin, J. and Sun, Q.Y. and Xu, L. and Ji, C. and Li, J.X.",
TITLE = "IMMix: Class-Imbalanced node classification via prototypical
selective mixup augmentation",
JOURNAL = PR,
VOLUME = "172",
YEAR = "2026",
PAGES = "112749",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138044"}
@article{bb142099,
AUTHOR = "Kang, N. and Lee, K. and Im, J.",
TITLE = "Calibrated mixup for imbalanced regression on tabular data",
JOURNAL = PR,
VOLUME = "172",
YEAR = "2026",
PAGES = "112610",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT138045"}
Last update:Sep 30, 2026 at 11:45:00