Feature space theory — a mathematical foundation for data mining

摘要

In data mining, an important task in classification and prediction includes feature construction, feature description, feature selection, feature relevance analysis and feature reduction. In this paper, feature space theory is introduced as a mathematical foundation for feature related concepts and techniques in data mining.