Coverart for item
The Resource Redescription mining, Esther Galbrun, Pauli Miettinen, (electronic book)

Redescription mining, Esther Galbrun, Pauli Miettinen, (electronic book)

Label
Redescription mining
Title
Redescription mining
Statement of responsibility
Esther Galbrun, Pauli Miettinen
Creator
Contributor
Author
Subject
Language
eng
Summary
This book provides a gentle introduction to redescription mining, a versatile data mining tool that is useful to find distinct common characterizations of the same objects and, vice versa, to identify sets of objects that admit multiple shared descriptions. It is intended for readers who are familiar with basic data analysis techniques such as clustering, frequent itemset mining, and classification. Redescription mining is defined in a general way, making it applicable to different types of data. The general framework is made more concrete through many practical examples that show the versatility of redescription mining. The book also introduces the main algorithmic ideas for mining redescriptions, together with applications from various domains. The final part of the book contains variations and extensions of the basic redescription mining problem, and discusses some future directions and open questions.#xE000;
Member of
Cataloging source
YDX
http://library.link/vocab/creatorName
Galbrun, Esther
Dewey number
006.3/12
Index
no index present
LC call number
QA76.9.D343
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Miettinen, Pauli
Series statement
SpringerBriefs in computer science
http://library.link/vocab/subjectName
Data mining
Label
Redescription mining, Esther Galbrun, Pauli Miettinen, (electronic book)
Instantiates
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Intro; Preface; Contents; List of Figures; List of Symbols; 1 What Is Redescription Mining; 1.1 First Examples of Redescriptions; 1.2 Formal Definitions; 1.2.1 The Data; 1.2.2 The Descriptions; 1.2.3 The Redescriptions; 1.2.4 Other Constraints; 1.2.5 Distance Functions: Why Jaccard?; 1.2.6 Sets of Redescriptions; 1.3 Related Data Mining Problems; 1.4 A Short History; References; 2 Algorithms for Redescription Mining; 2.1 Finding Queries Using Itemset Mining; 2.1.1 The MID Algorithm; 2.1.2 Mining Redescriptions with the CHARM-L Algorithm; 2.2 Queries Based on Decision Trees and Forests
  • 2.2.1 The CARTwheels Algorithm2.2.2 The SplitT and LayeredT Algorithms; 2.2.3 The CLUS-RM Algorithm; 2.3 Growing the Queries Greedily; 2.3.1 The ReReMi Algorithm; 2.4 A Comparative Discussion; 2.5 Handling Missing Values; References; 3 Applications, Variants, and Extensions of Redescription Mining; 3.1 Applications of Redescription Mining; 3.1.1 In Biology; 3.1.2 In Ecology; 3.1.3 In Social and Political Sciences and in Economics; 3.1.4 In Engineering; 3.2 Relational Redescription Mining; 3.2.1 An Example of Relational Redescriptions; 3.2.2 Formal Definition; 3.3 Storytelling
  • 3.3.1 Definition and Algorithms3.3.2 Applications; 3.4 Future Work: Richer Query Languages; 3.4.1 Time-Series Redescriptions; 3.4.2 Subgraph Redescriptions; 3.4.3 Multi-Query and Multimodal Redescriptions; References
Control code
SPR1019740732
Dimensions
unknown
Extent
1 online resource.
Form of item
online
Isbn
9783319728889
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-72889-6
Specific material designation
remote
System control number
  • on1019740732
  • (OCoLC)1019740732
Label
Redescription mining, Esther Galbrun, Pauli Miettinen, (electronic book)
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Intro; Preface; Contents; List of Figures; List of Symbols; 1 What Is Redescription Mining; 1.1 First Examples of Redescriptions; 1.2 Formal Definitions; 1.2.1 The Data; 1.2.2 The Descriptions; 1.2.3 The Redescriptions; 1.2.4 Other Constraints; 1.2.5 Distance Functions: Why Jaccard?; 1.2.6 Sets of Redescriptions; 1.3 Related Data Mining Problems; 1.4 A Short History; References; 2 Algorithms for Redescription Mining; 2.1 Finding Queries Using Itemset Mining; 2.1.1 The MID Algorithm; 2.1.2 Mining Redescriptions with the CHARM-L Algorithm; 2.2 Queries Based on Decision Trees and Forests
  • 2.2.1 The CARTwheels Algorithm2.2.2 The SplitT and LayeredT Algorithms; 2.2.3 The CLUS-RM Algorithm; 2.3 Growing the Queries Greedily; 2.3.1 The ReReMi Algorithm; 2.4 A Comparative Discussion; 2.5 Handling Missing Values; References; 3 Applications, Variants, and Extensions of Redescription Mining; 3.1 Applications of Redescription Mining; 3.1.1 In Biology; 3.1.2 In Ecology; 3.1.3 In Social and Political Sciences and in Economics; 3.1.4 In Engineering; 3.2 Relational Redescription Mining; 3.2.1 An Example of Relational Redescriptions; 3.2.2 Formal Definition; 3.3 Storytelling
  • 3.3.1 Definition and Algorithms3.3.2 Applications; 3.4 Future Work: Richer Query Languages; 3.4.1 Time-Series Redescriptions; 3.4.2 Subgraph Redescriptions; 3.4.3 Multi-Query and Multimodal Redescriptions; References
Control code
SPR1019740732
Dimensions
unknown
Extent
1 online resource.
Form of item
online
Isbn
9783319728889
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-72889-6
Specific material designation
remote
System control number
  • on1019740732
  • (OCoLC)1019740732

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