no code implementations • 15 Jan 2024 • Chunxu Cao, Qiang Zhang
In this paper, we present a novel framework for data redundancy measurement based on probabilistic modeling of datasets, and a new criterion for redundancy detection that is resilient to noise.
no code implementations • 15 Jan 2024 • Chunxu Cao, Qiang Zhang
Our framework directly explores the discriminative information of features in the sense of distributions for supervised classification.
no code implementations • 15 Jan 2024 • Chunxu Cao, Qiang Zhang
Feature selection is an important process in machine learning and knowledge discovery.