mlsanityData to 14 Oct 2026

Semantics of negative sequential patterns

arXiv 2002.06920 ↗First posted 17 Feb 2020cs.AI cs.DBcited by 1

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Abstract (arXiv)

In the field of pattern mining, a negative sequential pattern is specified by means of a sequence consisting of events to occur and of other events, called negative events, to be absent. For instance, containment of the pattern langle a neg b crangle arises with an occurrence of a and a subsequent occurrence of c but no occurrence of b in between. This article is to shed light on the ambiguity of such a seemingly intuitive notation and we identify eight possible semantics for the containment relation between a pattern and a sequence. These semantics are illustrated and formally studied, in particular we propose dominance and equivalence relations between them. Also we prove that support is anti-monotonic for some of these semantics. Some of the results are discussed with the aim of developing algorithms to extract efficiently frequent negative patterns.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 17 Feb 2020.

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