• Computer Science > Databases [Submitted on 6 Feb 2026] Title:Guided Exploration of Sequential Rules View PDF HTML (experimental)Abstract:In pattern mining, sequential rules provide a formal framework to capture the temporal relationships and inferential dependencies between items. • However, the discovery process is computationally intensive. • To obtain mining results efficiently and flexibly, many methods have been proposed that rely on specific evaluation metrics (i.e., ensuring results meet minimum threshold requirements). • A key issue with these methods, however, is that they generate many sequential rules that are irrelevant to users. • Such rules not only incur additional computational overhead but also complicate downstream analysis. • In this paper, we investigate how to efficiently discover user-centric sequential rules.

Article Summaries:

  • Computer Science > Databases [Submitted on 6 Feb 2026] Title:Guided Exploration of Sequential Rules View PDF HTML (experimental)Abstract:In pattern mining, sequential rules provide a formal framework to capture the temporal relationships and inferential dependencies between items. However, the discovery process is computationally intensive. To obtain mining results efficiently and flexibly, many methods have been proposed that rely on specific evaluation metrics (i.e., ensuring results meet minimum threshold requirements). A key issue with these methods, however, is that they generate many seq

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