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A novel transfer learning method leveraging clustering and local variance for drifting data streams classification

Crossref DOI link: https://doi.org/10.1007/s41060-025-00921-w

Published Online: 2025-12-09

Published Print: 2026-06

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Zhu, Jian

Liu, Sanmin

Huang, Subin

Zhang, Ping

Yu, Wentao

Ye, Liwei

Li, Huixian
Funding

Funding for this research was provided by:

Natural Science Foundation of Anhui Province (2308085MF220)

Natural Science Foundation of Anhui Province (2308085MF220)

Natural Science Foundation of Anhui Province (2308085MF220)

Natural Science Foundation of Anhui Province (2308085MF220)

Natural Science Foundation of Anhui Province (2308085MF220)

Natural Science Foundation of Anhui Province (2308085MF220)

Natural Science Foundation of Anhui Province (2308085MF220)

University Natural Science Research Projects of Anhui Province (2022AH050972)

University Natural Science Research Projects of Anhui Province (2022AH050972)

University Natural Science Research Projects of Anhui Province (2022AH050972)

University Natural Science Research Projects of Anhui Province (2022AH050972)

University Natural Science Research Projects of Anhui Province (2022AH050972)

University Natural Science Research Projects of Anhui Province (2022AH050972)

University Natural Science Research Projects of Anhui Province (2022AH050972)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

school-enterprise cooperation of Anhui Polytechnic University (2023qyhz15)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

Anhui Future Technology Research Institute Enterprise Cooperation Project (2023qyhz12)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)

2024 Anhui Provincial Higher Education Research Project (2024AH050109)
License Information

Text and Data Mining valid from 2025-12-09

Version of Record valid from 2025-12-09
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Article History

Received: 13 March 2025

Accepted: 30 September 2025

First Online: 9 December 2025

Declarations

:

: All authors have no potential conflict of interest related to this work.

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