Abstract: Highlights•Using the travel-time based similarity measure can improve both the robustness and the quality of hierarchical clustering.•Using the travel-time based similarity measure results in a more narrow similarity distribution within a cluster.•Compared to other hierarchical clustering methods, the proposed TTHC method produces competitive and promising clustering results.
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