In this paper, to address the limitation caused by the inaccurate concept mapping results, we propose to regularize the weighting strategies in the concept-based representation methods.
by applying the axiomatic approaches (Fang and Zhai, 2005), we analyze the retrieval func-tions with concept-based representation and find that they may violate some reasonable retrieval constraints.