The Resource Computational Intelligence for Network Structure Analytics, by Maoguo Gong, Qing Cai, Lijia Ma, Shanfeng Wang, Yu Lei, (electronic resource)

Computational Intelligence for Network Structure Analytics, by Maoguo Gong, Qing Cai, Lijia Ma, Shanfeng Wang, Yu Lei, (electronic resource)

Label
Computational Intelligence for Network Structure Analytics
Title
Computational Intelligence for Network Structure Analytics
Statement of responsibility
by Maoguo Gong, Qing Cai, Lijia Ma, Shanfeng Wang, Yu Lei
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
This book presents the latest research advances in complex network structure analytics based on computational intelligence (CI) approaches, particularly evolutionary optimization. Most if not all network issues are actually optimization problems, which are mostly NP-hard and challenge conventional optimization techniques. To effectively and efficiently solve these hard optimization problems, CI based network structure analytics offer significant advantages over conventional network analytics techniques. Meanwhile, using CI techniques may facilitate smart decision making by providing multiple options to choose from, while conventional methods can only offer a decision maker a single suggestion. In addition, CI based network structure analytics can greatly facilitate network modeling and analysis. And employing CI techniques to resolve network issues is likely to inspire other fields of study such as recommender systems, system biology, etc., which will in turn expand CI’s scope and applications. As a comprehensive text, the book covers a range of key topics, including network community discovery, evolutionary optimization, network structure balance analytics, network robustness analytics, community-based personalized recommendation, influence maximization, and biological network alignment. Offering a rich blend of theory and practice, the book is suitable for students, researchers and practitioners interested in network analytics and computational intelligence, both as a textbook and as a reference work
http://library.link/vocab/creatorName
Gong, Maoguo
Image bit depth
0
LC call number
  • Q334-342
  • TJ210.2-211.495
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Cai, Qing.
  • Ma, Lijia.
  • Wang, Shanfeng.
  • Lei, Yu.
  • SpringerLink
http://library.link/vocab/subjectName
  • Computer science
  • Computers
  • Data mining
  • Artificial intelligence
  • System theory
  • Mathematical optimization
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Optimization
  • Complex Systems
  • Theory of Computation
  • Data Mining and Knowledge Discovery
Label
Computational Intelligence for Network Structure Analytics, by Maoguo Gong, Qing Cai, Lijia Ma, Shanfeng Wang, Yu Lei, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Network Community Discovery with Evolutionary Single-objective Optimization -- Network Community Discovery with Evolutionary Multi-objective Optimization -- Network Structure Balance Analytics with Evolutionary Optimization -- Network Robustness Analytics with Optimization -- Real-world Cases of Network Structure Analytics -- Concluding Remarks
Dimensions
unknown
Extent
XI, 283 p. 159 illus., 140 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9789811045585
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-981-10-4558-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-981-10-4558-5
Label
Computational Intelligence for Network Structure Analytics, by Maoguo Gong, Qing Cai, Lijia Ma, Shanfeng Wang, Yu Lei, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Network Community Discovery with Evolutionary Single-objective Optimization -- Network Community Discovery with Evolutionary Multi-objective Optimization -- Network Structure Balance Analytics with Evolutionary Optimization -- Network Robustness Analytics with Optimization -- Real-world Cases of Network Structure Analytics -- Concluding Remarks
Dimensions
unknown
Extent
XI, 283 p. 159 illus., 140 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9789811045585
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-981-10-4558-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-981-10-4558-5

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