Rough sets-based theory & approaches for knowledge acquisition in incomplete information systems are studied in this dissertation. The main contributions include:1. The roughness and reduction of incomplete information systems based on binary relation are studied. Firstly, the rough entropy is defined to measure the roughness of knowledge and rough sets based on general binary relation. It is proved that the new entropy generalizes that of equivalence relation in complete information systems. Secondly, unde...