Studies in Big Data

High-Utility Pattern Mining

Theory, Algorithms and Applications

Editors: Fournier-Viger, P., Lin, J.C.-W., Nkambou, R., Vo, B., Tseng, V. (Eds.)

Free Preview
  • Presents an overview of the theory and core methods used in utility mining
  • Covers recent advances in high-utility mining
  • Includes stream, incremental, sequence, and big data mining
  • Discusses important applications and open-source software
see more benefits

Buy this book

eBook 107,09 €
price for Spain (gross)
  • ISBN 978-3-030-04921-8
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 135,19 €
price for Spain (gross)
  • ISBN 978-3-030-04920-1
  • 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
About this book

This book presents an overview of techniques for discovering high-utility patterns (patterns with a high importance) in data. It introduces the main types of high-utility patterns, as well as the theory and core algorithms for high-utility pattern mining, and describes recent advances, applications, open-source software, and research opportunities. It also discusses several types of discrete data, including customer transaction data and sequential data.

The book consists of twelve chapters, seven of which are surveys presenting the main subfields of high-utility pattern mining, including itemset mining, sequential pattern mining, big data pattern mining, metaheuristic-based approaches, privacy-preserving pattern mining, and pattern visualization. The remaining five chapters describe key techniques and applications, such as discovering concise representations and regular patterns.

 

Table of contents (12 chapters)

Table of contents (12 chapters)

Buy this book

eBook 107,09 €
price for Spain (gross)
  • ISBN 978-3-030-04921-8
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 135,19 €
price for Spain (gross)
  • ISBN 978-3-030-04920-1
  • 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
Loading...

Recommended for you

Loading...

Bibliographic Information

Bibliographic Information
Book Title
High-Utility Pattern Mining
Book Subtitle
Theory, Algorithms and Applications
Editors
  • Philippe Fournier-Viger
  • Jerry Chun-Wei Lin
  • Roger Nkambou
  • Bay Vo
  • Vincent Tseng
Series Title
Studies in Big Data
Series Volume
51
Copyright
2019
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-04921-8
DOI
10.1007/978-3-030-04921-8
Hardcover ISBN
978-3-030-04920-1
Series ISSN
2197-6503
Edition Number
1
Number of Pages
VIII, 337
Number of Illustrations
44 b/w illustrations, 79 illustrations in colour
Topics