The Resource Spatial-temporal reasoning applications of computational intelligence in the game of Go and computer networks, by Tai-Hyung Kim, (electronic resource)

Spatial-temporal reasoning applications of computational intelligence in the game of Go and computer networks, by Tai-Hyung Kim, (electronic resource)

Label
Spatial-temporal reasoning applications of computational intelligence in the game of Go and computer networks
Title
Spatial-temporal reasoning applications of computational intelligence in the game of Go and computer networks
Statement of responsibility
by Tai-Hyung Kim
Title variation
Spatial temporal reasoning applications of computational intelligence in the game of Go and computer networks
Creator
Subject
Genre
Language
eng
Summary
"Spatial-temporal reasoning is the ability to reason with spatial images or information about space over time. In this dissertation, computational intelligence techniques are applied to computer Go and computer network applications. Among four experiments, the first three are related to the game of Go, and the last one concerns the routing problem in computer networks. The first experiment represents the first training of a modified cellular simultaneous recurrent network (CSRN) trained with cellular particle swarm optimization (PSO). Another contribution is the development of a comprehensive theoretical study of a 2x2 Go research platform with a certified 5 dan Go expert. The proposed architecture successfully trains a 2x2 game tree. The contribution of the second experiment is the development of a computational intelligence algorithm called collective cooperative learning (CCL). CCL learns the group size of Go stones on a Go board with zero knowledge by communicating only with the immediate neighbors. An analysis determines the lower bound of a design parameter that guarantees a solution. The contribution of the third experiment is the proposal of a unified system architecture for a Go robot. A prototype Go robot is implemented for the first time in the literature. The last experiment tackles a disruption-tolerant routing problem for a network suffering from link disruption. This experiment represents the first time that the disruption-tolerant routing problem has been formulated with a Markov Decision Process. In addition, the packet delivery rate has been improved under a range of link disruption levels via a reinforcement learning approach"--Abstract, p. iv
Related
Cataloging source
UMR
http://library.link/vocab/creatorName
Kim, Tae Hyung
Degree
Ph. D.
Dissertation year
2012.
Granting institution
Missouri University of Science and Technology
Illustrations
illustrations
Index
no index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • theses
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Computational intelligence
  • Go (Game)
Target audience
specialized
Label
Spatial-temporal reasoning applications of computational intelligence in the game of Go and computer networks, by Tai-Hyung Kim, (electronic resource)
Instantiates
Publication
Note
  • Vita
  • The entire thesis text is included in file
  • Title from title screen of thesis/dissertation PDF file (viewed February 14, 2012)
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
black and white
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
776700896
Dimensions
unknown
Extent
1 online resource (xiii, 144 pages)
Form of item
electronic
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations, digital, PDF file.
Specific material designation
remote
System control number
(OCoLC)776700896
System details
  • System requirements: Adobe Acrobat Reader; Internet browser
  • Mode of access: World Wide Web
Label
Spatial-temporal reasoning applications of computational intelligence in the game of Go and computer networks, by Tai-Hyung Kim, (electronic resource)
Publication
Note
  • Vita
  • The entire thesis text is included in file
  • Title from title screen of thesis/dissertation PDF file (viewed February 14, 2012)
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
black and white
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
776700896
Dimensions
unknown
Extent
1 online resource (xiii, 144 pages)
Form of item
electronic
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations, digital, PDF file.
Specific material designation
remote
System control number
(OCoLC)776700896
System details
  • System requirements: Adobe Acrobat Reader; Internet browser
  • Mode of access: World Wide Web

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