A Novel Label Enhancement Algorithm Based on Manifold Learning

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Chao Tan, Sheng Chen, Xin Geng, Genlin Ji

Published: 01 Jan 2023, Last Modified: 21 Jul 2025Pattern Recognit. 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose a label enhancement model to solve the multi-label learning (M- LL) problem.•A recursive form for incremental estimation of the feature function, and the label propagation for obtaining the hidden supervisory information of labels in the data.•An enhanced maximum entropy model based on conditional random field is established as the objective to obtain the predicted label distribution.