Coverart for item
The Resource Frequent pattern mining, Charu C. Aggarwal, Jiawei Han, editors, (electronic book)

Frequent pattern mining, Charu C. Aggarwal, Jiawei Han, editors, (electronic book)

Label
Frequent pattern mining
Title
Frequent pattern mining
Statement of responsibility
Charu C. Aggarwal, Jiawei Han, editors
Contributor
Editor
Subject
Language
eng
Summary
This comprehensive reference consists of 18 chapters from prominent researchers in the field. Each chapter is self-contained, and synthesizes one aspect of frequent pattern mining. An emphasis is placed on simplifying the content, so that students and practitioners can benefit from the book. Each chapter contains a survey describing key research on the topic, a case study and future directions. Key topics include: Pattern Growth Methods, Frequent Pattern Mining in Data Streams, Mining Graph Patterns, Big Data Frequent Pattern Mining, Algorithms for Data Clustering and more. Advanced-level students in computer science, researchers and practitioners from industry will find this book an invaluable reference
Member of
Cataloging source
GW5XE
Dewey number
006.3/12
Illustrations
illustrations
Index
index present
LC call number
QA76.9.D343
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Aggarwal, Charu C.
  • Han, Jiawei
http://library.link/vocab/subjectName
  • Data mining
  • Computer Science
  • Data Mining and Knowledge Discovery
  • Database Management
  • Artificial Intelligence (incl. Robotics)
  • Pattern Recognition
  • Biometrics
Label
Frequent pattern mining, Charu C. Aggarwal, Jiawei Han, editors, (electronic book)
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Color
multicolored
Contents
An Introduction to Frequent Pattern Mining -- Frequent Pattern Mining Algorithms: A Survey -- Pattern-growth Methods -- Mining Long Patterns -- Interesting Patterns -- Negative Association Rules -- Constraint-based Pattern Mining -- Mining and Using Sets of Patterns through Compression -- Frequent Pattern Mining in Data Streams -- Big Data Frequent Pattern Mining -- Sequential Pattern Mining -- Spatiotemporal Pattern Mining: Algorithms and Applications -- Mining Graph Patterns -- Uncertain Frequent Pattern Mining -- Privacy in Association Rule Mining -- Frequent Pattern Mining Algorithms for Data Clustering -- Supervised Pattern Mining and Applications to Classification -- Applications of Frequent Pattern Mining
Control code
SPR890139205
Dimensions
unknown
Extent
1 online resource (xix, 471 pages)
File format
unknown
Form of item
online
Isbn
9783319078205
Level of compression
unknown
Other control number
10.1007/978-3-319-07821-2
Other physical details
illustrations (some color)
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Frequent pattern mining, Charu C. Aggarwal, Jiawei Han, editors, (electronic book)
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Color
multicolored
Contents
An Introduction to Frequent Pattern Mining -- Frequent Pattern Mining Algorithms: A Survey -- Pattern-growth Methods -- Mining Long Patterns -- Interesting Patterns -- Negative Association Rules -- Constraint-based Pattern Mining -- Mining and Using Sets of Patterns through Compression -- Frequent Pattern Mining in Data Streams -- Big Data Frequent Pattern Mining -- Sequential Pattern Mining -- Spatiotemporal Pattern Mining: Algorithms and Applications -- Mining Graph Patterns -- Uncertain Frequent Pattern Mining -- Privacy in Association Rule Mining -- Frequent Pattern Mining Algorithms for Data Clustering -- Supervised Pattern Mining and Applications to Classification -- Applications of Frequent Pattern Mining
Control code
SPR890139205
Dimensions
unknown
Extent
1 online resource (xix, 471 pages)
File format
unknown
Form of item
online
Isbn
9783319078205
Level of compression
unknown
Other control number
10.1007/978-3-319-07821-2
Other physical details
illustrations (some color)
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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