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Research article

First published 2011-3

An exploration of learning when data is noisy and imbalanced

Jason Van Hulse, Taghi M. Khoshgoftaar, Amri Napolitano

Intelligent Data Analysis: An International Journal

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Research article

First published 2014-11

Hybrid probabilistic sampling with random subspace for imbalanced data learning

Peng Cao, Dazhe Zhao, Osmar Zaiane

Intelligent Data Analysis: An International Journal

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Research article

First published 2020-07-17

HIBoost: A hubness-aware ensemble learning algorithm for high-dimensional imbalanced data classification

Qin Wu, Yaping Lin, Tuanfei Zhu [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2017-7-21

Dual weighted extreme learning machine for imbalanced data stream classification

Yong Zhang, Wenzhe Liu, Xuezhen Ren [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2022-06-09

Classification of imbalanced medical data: An empirical study of machine learning approaches

Shikha Mundra, Shounak Vijay, Ankit Mundra [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2020-11

Entropy difference and kernel-based oversampling technique for imbalanced data learning

Xu Wu, Youlong Yang, Lingyu Ren

Intelligent Data Analysis: An International Journal

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Research article

First published 2025-9

A transformer fault diagnosis method for small-sample imbalanced data based on self-supervised representation learning

Meng Guo, Haoyu Liu, Yanfei Sun [...]

Intelligent Decision Technologies

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Research article

First published 2025-3

Deep learning neural networks with input processing for vibration-based bearing fault diagnosis under imbalanced data conditions

J. Prawin

Structural Health Monitoring

Open access

Research article

First published 2022-1

Machine learning model for umbilical cord classification using combination coiling index and texture feature based on 2-D Doppler ultrasound images

Gede A. Pradipta, Retantyo Wardoyo, Aina Musdholifah [...]

Health Informatics Journal

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Research article

First published 2021-9

A two-stage clustering-based cold-start method for active learning

Deniu He, Hong Yu, Guoyin Wang [...]

Intelligent Data Analysis: An International Journal

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