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Lecture Notes in Artificial Intelligence

Local Pattern Detection

International Seminar Dagstuhl Castle, Germany, April 12-16, 2004, Revised Selected Papers

Editors: Morik, Katharina, Boulicaut, Jean-Francois, Siebes, Arno (Eds.)

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About this book

Introduction The dramatic increase in available computer storage capacity over the last 10 years has led to the creation of very large databases of scienti?c and commercial information. The need to analyze these masses of data has led to the evolution of the new ?eld knowledge discovery in databases (KDD) at the intersection of machine learning, statistics and database technology. Being interdisciplinary by nature, the ?eld o?ers the opportunity to combine the expertise of di?erent ?elds intoacommonobjective.Moreover,withineach?elddiversemethodshave been developed and justi?ed with respect to di?erent quality criteria. We have toinvestigatehowthesemethods cancontributeto solvingthe problemofKDD. Traditionally, KDD was seeking to ?nd global models for the data that - plain most of the instances of the database and describe the general structure of the data. Examples are statistical time series models, cluster models, logic programs with high coverageor classi?cation models like decision trees or linear decision functions. In practice, though, the use of these models often is very l- ited, because global models tend to ?nd only the obvious patterns in the data, 1 which domain experts already are aware of . What is really of interest to the users are the local patterns that deviate from the already-known background knowledge. David Hand, who organized a workshop in 2002, proposed the new ?eld of local patterns.

Table of contents (14 chapters)

  • Pushing Constraints to Detect Local Patterns

    Bonchi, Francesco (et al.)

    Pages 1-19

    Preview Buy Chapter 30,19 €
  • From Local to Global Patterns: Evaluation Issues in Rule Learning Algorithms

    Fürnkranz, Johannes

    Pages 20-38

    Preview Buy Chapter 30,19 €
  • Pattern Discovery Tools for Detecting Cheating in Student Coursework

    Hand, David J. (et al.)

    Pages 39-52

    Preview Buy Chapter 30,19 €
  • Local Pattern Detection and Clustering

    Höppner, Frank

    Pages 53-70

    Preview Buy Chapter 30,19 €
  • Local Patterns: Theory and Practice of Constraint-Based Relational Subgroup Discovery

    Lavrač, Nada (et al.)

    Pages 71-88

    Preview Buy Chapter 30,19 €

Buy this book

eBook 59,49 €
price for Spain (gross)
  • ISBN 978-3-540-31894-1
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 72,79 €
price for Spain (gross)
  • ISBN 978-3-540-26543-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Local Pattern Detection
Book Subtitle
International Seminar Dagstuhl Castle, Germany, April 12-16, 2004, Revised Selected Papers
Editors
  • Katharina Morik
  • Jean-Francois Boulicaut
  • Arno Siebes
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
3539
Copyright
2005
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-31894-1
DOI
10.1007/b137601
Softcover ISBN
978-3-540-26543-6
Edition Number
1
Number of Pages
XI, 233
Topics