Improved TFIDF in big news retrieval: An empirical study.

•The terms are assessed with considering distances between documents.•We create a two-stage algorithm for refining the terms’ weights.•Distance learning is the main feature of our proposed methods.•We analyze Reuters news with respect to text classification and clustering.