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Mining sequential patterns with regular expression constraints

Garofalakis Minos, Rastogi Rajeev, Shim Kyuseok

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Extent23 pagesen
TitleMining sequential patterns with regular expression constraintsen
CreatorGarofalakis Minosen
CreatorΓαροφαλακης Μινωςel
CreatorRastogi Rajeeven
CreatorShim Kyuseoken
PublisherInstitute of Electrical and Electronics Engineersen
Content SummaryDiscovering sequential patterns is an important problem in data mining with a host of application domains including medicine, telecommunications, and the World Wide Web. Conventional sequential pattern mining systems provide users with only a very restricted mechanism (based on minimum support) for specifying patterns of interest. As a consequence, the pattern mining process is typically characterized by lack of focus and users often end up paying inordinate computational costs just to be inundated with an overwhelming number of useless results. We propose the use of Regular Expressions (REs) as a flexible constraint specification tool that enables user-controlled focus to be incorporated into the pattern mining process. We develop a family of novel algorithms (termed SPIRIT-Sequential Pattern mining with Regular expression consTraints) for mining frequent sequential patterns that also satisfy user-specified RE constraints. The main distinguishing factor among the proposed schemes is the degree to which the RE constraints are enforced to prune the search space of patterns during computation. Our solutions provide valuable insights into the trade-offs that arise when constraints that do not subscribe to nice properties (like anti monotonicity) are integrated into the mining processen
Type of ItemPeer-Reviewed Journal Publicationen
Type of ItemΔημοσίευση σε Περιοδικό με Κριτέςel
Date of Item2015-10-29-
Date of Publication2002-
SubjectData miningen
SubjectWeb sitesen
SubjectComputational efficiencyen
Bibliographic CitationM. Garofalakis, R. Rastogi and K. Shim, "Mining sequential patterns with regular expression constraints", IEEE Trans. Knowl. Data Eng., vol. 14, no. 3, pp. 530-552, May/Jun. 2002. doi:10.1109/TKDE.2002.1000341en