Class-Specific Feature Selection for Multiclass Classification Explainability: A Comprehensive Review and Novel Approaches

Class-specific feature selection, which selects relevant features for each class independently, offers significant advantages over traditional class-independent methods in terms of both classification performance and explainability, especially in multi-class and high-dimensional data scenarios.