To address the limitations caused by the inaccurate mapping results, we propose to apply axiomatic approaches (Fang and Zhai, 2005) to regularize the weighting strategies for concept-based representation methods.
we first formalize retrieval constraints that any reasonable concept-based representation methods should satisfy and then discuss how to regularize the existing weighting strategies to satisfy the constraints and improve the retrieval performance.