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Research article

First published 2026

Meta-learning-based hybrid LSTM-Transformer framework for cross-condition small sample fault diagnosis

Maocan Wang, Yi Wan, Xichang Liang [...]

Structural Health Monitoring

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Research article

First published 2019-7

Transfer learning with convolutional neural networks for small sample size problem in machinery fault diagnosis

Dengyu Xiao, Yixiang Huang, Chengjin Qin [...]

Proceedings of the Institution of Mechanical Engineers,Part C: Journal of Mechanical Engineering Science

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Research article

First published 2025-9

An intelligent detection approach for multi-part cover based on deep learning under unbalanced and small size samples

Lerui Chen, Yuk Ming Tang, Yidan Ma [...]

Structural Health Monitoring

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Research article

First published 2026

Perceived health and life expectancy in EU countries: A machine learning approach for small samples

Simona Cafieri, Francesco Petrucci

Statistical Journal of the IAOS

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Research article

First published 2023-10

The NEAT Equating Via Chaining Random Forests in the Context of Small Sample Sizes: A Machine-Learning Method

Zhehan Jiang, Yuting Han, Lingling Xu [...]

Educational and Psychological Measurement

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Review article

First published 2022-1

Machine learning on small size samples: A synthetic knowledge synthesis

Peter Kokol, Marko Kokol, Sašo Zagoranski

Science Progress

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Research article

First published 2026

An integrated deep learning model with reinforcement learning for rolling bearing fault diagnosis under small-sample conditions

Hui Shao, Gang Han, Huaitao Shi

Journal of Vibration and Control

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Research article

First published 2025-11

Chaotic dynamic feature enhancement and adaptive integrated learning framework for bearing fault diagnosis under unbalanced small sample conditions

Zhixing Li, Shilin Liu, Yanxue Wang [...]

Proceedings of the Institution of Mechanical Engineers,Part C: Journal of Mechanical Engineering Science

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Research article

First published 2010-1

Multi-dimensional data construction method with its application to learning from small-sample-sets

Hsiao-Fan Wang, Chun-Jung Huang

Intelligent Data Analysis: An International Journal

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Research article

First published 2022-9

Small sample and efficient crop pest recognition method based on transfer learning and data transformation

Qingfeng Wei, Huan Li, Changshou Luo [...]

Journal of Computational Methods in Sciences and Engineering

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