Exclusive Sequential Patterns and their Graphical Representation

Jing Lu

Research output: Chapter in Book/Report/Published conference proceedingConference contributionpeer-review

Abstract

This paper builds on a novel approach to sequential patterns post-processing, where a corresponding data mining method was proposed recently for discovery of Exclusive Sequential Patterns (ESP). A graphical model is introduced as an extension of previous work which utilises exclusive choice and simple merge nodes to realise its ESP-Graph representation. The ESP modelling method includes both a construction algorithm as well as a pairwise refinement and combination phase, to complete the transformation of exclusive sequential patterns to a minimal graphical form. A running worked example describes the process of modelling from the original Sequential Patterns Graph to ESP, illuminating the theories developed and the potential for richer knowledge representation.
Original languageEnglish
Title of host publicationIADIS European Conference on Data Mining, 20-26 July 2011, Rome.
Pages71-78
Number of pages8
Publication statusPublished - 1 Jul 2011
Externally publishedYes

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