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For: Yu H, Sun C, Yang X, Yang W, Shen J, Qi Y. ODOC-ELM: Optimal decision outputs compensation-based extreme learning machine for classifying imbalanced data. Knowl Based Syst 2016. [DOI: 10.1016/j.knosys.2015.10.012] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Number Cited by Other Article(s)
1
Fang Q, Xiang C, Duan J, Soufiyan B, Shao C, Yang X, Xu S, Yu H. OMAL: A Multi-Label Active Learning Approach from Data Streams. ENTROPY (BASEL, SWITZERLAND) 2025;27:363. [PMID: 40282598 PMCID: PMC12026165 DOI: 10.3390/e27040363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2025] [Revised: 03/26/2025] [Accepted: 03/26/2025] [Indexed: 04/29/2025]
2
Zhou S, Gu Y, Yu H, Yang X, Gao S. RUE: A Robust Personalized Cost Assignment Strategy for Class Imbalance Cost-sensitive Learning. JOURNAL OF KING SAUD UNIVERSITY - COMPUTER AND INFORMATION SCIENCES 2023. [DOI: 10.1016/j.jksuci.2023.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/08/2023]
3
Ding H, Sun Y, Huang N, Shen Z, Wang Z, Iftekhar A, Cui X. RVGAN-TL: A generative adversarial networks and transfer learning-based hybrid approach for imbalanced data classification. Inf Sci (N Y) 2023. [DOI: 10.1016/j.ins.2023.01.147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
4
Zhang A, Yu H, Zhou S, Huan Z, Yang X. Instance weighted SMOTE by indirectly exploring the data distribution. Knowl Based Syst 2022. [DOI: 10.1016/j.knosys.2022.108919] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
5
RLMD-PA: A Reinforcement Learning-Based Myocarditis Diagnosis Combined with a Population-Based Algorithm for Pretraining Weights. CONTRAST MEDIA & MOLECULAR IMAGING 2022;2022:8733632. [PMID: 35833074 PMCID: PMC9262570 DOI: 10.1155/2022/8733632] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 04/07/2022] [Accepted: 04/13/2022] [Indexed: 11/17/2022]
6
DE-PNN: Differential Evolution-Based Feature Optimization with Probabilistic Neural Network for Imbalanced Arrhythmia Classification. SENSORS 2022;22:s22124450. [PMID: 35746232 PMCID: PMC9227752 DOI: 10.3390/s22124450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 05/31/2022] [Accepted: 06/06/2022] [Indexed: 11/17/2022]
7
Few-Shot Learning with Collateral Location Coding and Single-Key Global Spatial Attention for Medical Image Classification. ELECTRONICS 2022. [DOI: 10.3390/electronics11091510] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
8
Huynh T, Nibali A, He Z. Semi-supervised learning for medical image classification using imbalanced training data. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022;216:106628. [PMID: 35101700 DOI: 10.1016/j.cmpb.2022.106628] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 12/20/2021] [Accepted: 01/07/2022] [Indexed: 06/14/2023]
9
SMOTE-RkNN: A hybrid re-sampling method based on SMOTE and reverse k-nearest neighbors. Inf Sci (N Y) 2022. [DOI: 10.1016/j.ins.2022.02.038] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
10
Cai Y, Wu S, Zhou M, Gao S, Yu H. Early Warning of Gas Concentration in Coal Mines Production Based on Probability Density Machine. SENSORS 2021;21:s21175730. [PMID: 34502619 PMCID: PMC8433910 DOI: 10.3390/s21175730] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 08/22/2021] [Accepted: 08/24/2021] [Indexed: 11/16/2022]
11
Tang J, Li J, Xu W, Tian Y, Ju X, Zhang J. Robust cost-sensitive kernel method with Blinex loss and its applications in credit risk evaluation. Neural Netw 2021;143:327-344. [PMID: 34182234 DOI: 10.1016/j.neunet.2021.06.016] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Revised: 05/10/2021] [Accepted: 06/10/2021] [Indexed: 10/21/2022]
12
Yu H, Chen C, Yang H. Two-Stage Game Strategy for Multiclass Imbalanced Data Online Prediction. Neural Process Lett 2020. [DOI: 10.1007/s11063-020-10358-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
13
Anh DN, Hung BD, Huy PQ, Tho DX. Feature Analysis for Imbalanced Learning. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS 2020. [DOI: 10.20965/jaciii.2020.p0648] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
14
Adaptive Decision Threshold-Based Extreme Learning Machine for Classifying Imbalanced Multi-label Data. Neural Process Lett 2020. [DOI: 10.1007/s11063-020-10343-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
15
Cheng K, Gao S, Dong W, Yang X, Wang Q, Yu H. Boosting label weighted extreme learning machine for classifying multi-label imbalanced data. Neurocomputing 2020. [DOI: 10.1016/j.neucom.2020.04.098] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
16
Wang Z, Li Y, Li D, Zhu Z, Du W. Entropy and gravitation based dynamic radius nearest neighbor classification for imbalanced problem. Knowl Based Syst 2020. [DOI: 10.1016/j.knosys.2020.105474] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
17
Fu GH, Wu YJ, Zong MJ, Pan J. Hellinger distance-based stable sparse feature selection for high-dimensional class-imbalanced data. BMC Bioinformatics 2020;21:121. [PMID: 32293252 PMCID: PMC7092448 DOI: 10.1186/s12859-020-3411-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Accepted: 02/12/2020] [Indexed: 11/11/2022]  Open
18
Deep reinforcement learning for imbalanced classification. APPL INTELL 2020. [DOI: 10.1007/s10489-020-01637-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
19
Extreme learning machine with hybrid cost function of G-mean and probability for imbalance learning. INT J MACH LEARN CYB 2020. [DOI: 10.1007/s13042-020-01090-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
20
Yu H, Sun X, Yan X. Sequential prediction for imbalanced data stream via weighted OS-ELM and dynamic GAN. INTELL DATA ANAL 2019. [DOI: 10.3233/ida-184377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
21
Dong Q, Gong S, Zhu X. Imbalanced Deep Learning by Minority Class Incremental Rectification. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2019;41:1367-1381. [PMID: 29993438 DOI: 10.1109/tpami.2018.2832629] [Citation(s) in RCA: 85] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
22
Yu H, Yang X, Zheng S, Sun C. Active Learning From Imbalanced Data: A Solution of Online Weighted Extreme Learning Machine. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2019;30:1088-1103. [PMID: 30137013 DOI: 10.1109/tnnls.2018.2855446] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
23
Ensemble OS-ELM based on combination weight for data stream classification. APPL INTELL 2019. [DOI: 10.1007/s10489-018-01403-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
24
Intelligent fault diagnosis of rotating machinery using improved multiscale dispersion entropy and mRMR feature selection. Knowl Based Syst 2019. [DOI: 10.1016/j.knosys.2018.09.004] [Citation(s) in RCA: 64] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
25
Robust semi-supervised extreme learning machine. Knowl Based Syst 2018. [DOI: 10.1016/j.knosys.2018.06.029] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
26
Neighborhood attribute reduction for imbalanced data. GRANULAR COMPUTING 2018. [DOI: 10.1007/s41066-018-0105-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
27
Zhang X, Zhuang Y, Wang W, Pedrycz W. Transfer Boosting With Synthetic Instances for Class Imbalanced Object Recognition. IEEE TRANSACTIONS ON CYBERNETICS 2018;48:357-370. [PMID: 28026795 DOI: 10.1109/tcyb.2016.2636370] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
28
Jia C, Li X, Wang K, Ding D. Adaptive control of nonlinear system using online error minimum neural networks. ISA TRANSACTIONS 2016;65:125-132. [PMID: 27522102 DOI: 10.1016/j.isatra.2016.07.012] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2016] [Revised: 07/11/2016] [Accepted: 07/26/2016] [Indexed: 06/06/2023]
29
Learning from imbalanced data: open challenges and future directions. PROGRESS IN ARTIFICIAL INTELLIGENCE 2016. [DOI: 10.1007/s13748-016-0094-0] [Citation(s) in RCA: 461] [Impact Index Per Article: 51.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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