Extending version-space theory to multi-label active learning with imbalanced data.

Pattern Recognit.（2023）

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摘要

•We extend the definitions and theories of version space to multi-label problem.•New multi-label active learning algorithm is proposed.•Imbalance nature of data is considered to improve algorithm.•The outcome indicates that the proposed work is able to produce promising results.

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关键词

Multi-label active learning,Sample-label pairs,Inconsistency,Version space,Imbalanced data

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