Interestingness is not a dichotomy: introducing softness in constrained pattern mining (Articolo in rivista)

Type
Label
  • Interestingness is not a dichotomy: introducing softness in constrained pattern mining (Articolo in rivista) (literal)
Anno
  • 2005-01-01T00:00:00+01:00 (literal)
Alternative label
  • Bistarelli S.; Bonchi F. (2005)
    Interestingness is not a dichotomy: introducing softness in constrained pattern mining
    in Lecture notes in computer science
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • Bistarelli S.; Bonchi F. (literal)
Rivista
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#note
  • Knowledge Discovery in Databases: PKDD 2005: 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (Porto, Portugal, October 3-7, 2005). Proceedings. Springer, 2005. (literal)
Note
  • ISI Web of Science (WOS) (literal)
Titolo
  • Interestingness is not a dichotomy: introducing softness in constrained pattern mining (literal)
Abstract
  • The paradigm of pattern discovery based on constraints was introduced with the aim of providing to the user a tool to drive the discovery process towards potentially interesting patterns, with the positive side effect of achieving a more effcient computation. So far the research on this paradigm has mainly focussed on the latter aspect: the development of effcient algorithms for the evaluation of constraint-based mining queries. Due to the lack of research on methodological issues, the constraint-based pattern mining framework still suffers from many problems which limit its practical relevance. As a solution, in this paper we introduce the new paradigm of pattern discovery based on Soft Constraints. Albeit simple, the proposed paradigm overcomes all the major methodological drawbacks of the classical constraint-based paradigm, representing an important step further towards practical pattern discovery. (literal)
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