Intuitionistic fuzzy least squares MLTSVM for noisy label data using label-specific features and local label correlation

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Fei Li, Qing Ai, Xiangna Li, Wenhui Wang, Qingyun Gao, Fei Zhao

Published: 01 Jan 2025, Last Modified: 23 Jul 2025Expert Syst. Appl. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Use intuitionistic fuzzy membership to filter out samples with noise labels.•Extract specific-label features and structural information of samples.•Use local label correlation information to construct classification hyperplanes.•Use intuitionistic fuzzy membership to suppress the negative effects of noise labels.