Abstract: Highlights•A new mining task, unexpected pattern retrieval is proposed.•Frequent pattern mining algorithms on the multi-dimensional dataset is extended.•The partial results among the subgroups are shared.•New index is built to retrieval unexpected patterns interactively.•Experiments show the efficiency and effectiveness of the proposed method.
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