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Most previous query expansion researches are based on pseudo relevant documents. In this study, we present a novel expansion method by clustering the real user log. Because not all of the clicked pages are suitable for query expansion, we de-noised the clicked results by reliability to enhance the performance. After HTML labels removing, the page body contents are clustered and the cluster centers...