Coverart for item
The Resource Dynamics On and Of Complex Networks III : Machine Learning and Statistical Physics Approaches, edited by Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne, Bivas Mitra, (electronic resource)

Dynamics On and Of Complex Networks III : Machine Learning and Statistical Physics Approaches, edited by Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne, Bivas Mitra, (electronic resource)

Label
Dynamics On and Of Complex Networks III : Machine Learning and Statistical Physics Approaches
Title
Dynamics On and Of Complex Networks III
Title remainder
Machine Learning and Statistical Physics Approaches
Statement of responsibility
edited by Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne, Bivas Mitra
Contributor
Editor
Editor
Provider
Subject
Language
eng
Summary
This book bridges the gap between advances in the communities of computer science and physics--namely machine learning and statistical physics. It contains diverse but relevant topics in statistical physics, complex systems, network theory, and machine learning. Examples of such topics are: predicting missing links, higher-order generative modeling of networks, inferring network structure by tracking the evolution and dynamics of digital traces, recommender systems, and diffusion processes. The book contains extended versions of high-quality submissions received at the workshop, Dynamics On and Of Complex Networks (doocn.org), together with new invited contributions. The chapters will benefit a diverse community of researchers. The book is suitable for graduate students, postdoctoral researchers and professors of various disciplines including sociology, physics, mathematics, and computer science
Member of
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsedt
  • BefQjn48U4Y
  • up7JGUT1Ljk
  • XWZxutNvfEk
  • htcXy5Iyb8Q
  • i73UMQdPUQE
Image bit depth
0
LC call number
QC1-999
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Ghanbarnejad, Fakhteh.
  • Saha Roy, Rishiraj.
  • Karimi, Fariba.
  • Delvenne, Jean-Charles.
  • Mitra, Bivas.
  • SpringerLink
Series statement
Springer Proceedings in Complexity,
http://library.link/vocab/subjectName
  • Engineering
  • Social sciences-Data processing
  • Social sciences-Computer programs
  • Data-driven Science, Modeling and Theory Building
  • Complexity
  • Computational Social Sciences
  • Complex Systems
Label
Dynamics On and Of Complex Networks III : Machine Learning and Statistical Physics Approaches, edited by Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne, Bivas Mitra, (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
Part1. Network Structure -- Chapter1. An Empirical Study of the Effect of Noise Models on Centrality Metrics -- Chapter2. Emergence and Evolution of Hierarchical Structure in Complex Systems -- Chapter3. Evaluation of Cascading Infrastructure Failures and Optimal Recovery from a Network Science Perspective -- Part2. Network Dynamics -- Chapter4. Automatic Discovery of Families of Network Generative Processes -- Chapter5. Modeling User Dynamics in Collaboration Websites -- Chapter6. The Problem of Interaction Prediction in Link Streams -- Chapter7. The Network Source Location Problem in the Context of Foodborne Disease Outbreaks -- Part3. Theoretical Models and applications -- Chapter8. Network Representation Learning using Local Sharing and Distributed Graph Factorization (LSDGF) -- Chapter9. The Anatomy of Reddit: An Overview of Academic Research -- Chapter10. Learning Information Dynamics in Social Media: A Temporal Point Process Perspective.
Dimensions
unknown
Extent
X, 244 p. 76 illus., 68 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783030146832
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-030-14683-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-030-14683-2
Label
Dynamics On and Of Complex Networks III : Machine Learning and Statistical Physics Approaches, edited by Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne, Bivas Mitra, (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
Part1. Network Structure -- Chapter1. An Empirical Study of the Effect of Noise Models on Centrality Metrics -- Chapter2. Emergence and Evolution of Hierarchical Structure in Complex Systems -- Chapter3. Evaluation of Cascading Infrastructure Failures and Optimal Recovery from a Network Science Perspective -- Part2. Network Dynamics -- Chapter4. Automatic Discovery of Families of Network Generative Processes -- Chapter5. Modeling User Dynamics in Collaboration Websites -- Chapter6. The Problem of Interaction Prediction in Link Streams -- Chapter7. The Network Source Location Problem in the Context of Foodborne Disease Outbreaks -- Part3. Theoretical Models and applications -- Chapter8. Network Representation Learning using Local Sharing and Distributed Graph Factorization (LSDGF) -- Chapter9. The Anatomy of Reddit: An Overview of Academic Research -- Chapter10. Learning Information Dynamics in Social Media: A Temporal Point Process Perspective.
Dimensions
unknown
Extent
X, 244 p. 76 illus., 68 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783030146832
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-030-14683-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-030-14683-2

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