Granular computing on covering from the aspects of knowledge theory

Rough Set theory assumes the underlying structure of knowledge is a partition; each equivalence class represents a piece of basic knowledge. In this paper, we assumes a covering is a basic knowledge. From which the theories of learning, knowledge approximations and knowledge reduction are developed.