Coverart for item
The Resource Optimization of stochastic discrete systems and control on complex networks : computational networks, Dmitrii Lozovanu, Stefan Pickl, (electronic book)

Optimization of stochastic discrete systems and control on complex networks : computational networks, Dmitrii Lozovanu, Stefan Pickl, (electronic book)

Label
Optimization of stochastic discrete systems and control on complex networks : computational networks
Title
Optimization of stochastic discrete systems and control on complex networks
Title remainder
computational networks
Statement of responsibility
Dmitrii Lozovanu, Stefan Pickl
Creator
Contributor
Author
Subject
Language
eng
Summary
This book presents the latest findings on stochastic dynamic programming models and on solving optimal control problems in networks. It includes the authors? new findings on determining the optimal solution of discrete optimal control problems in networks and on solving game variants of Markov decision problems in the context of computational networks. First, the book studies the finite state space of Markov processes and reviews the existing methods and algorithms for determining the main characteristics in Markov chains, before proposing new approaches based on dynamic programming and combinatorial methods. Chapter two is dedicated to infinite horizon stochastic discrete optimal control models and Markov decision problems with average and expected total discounted optimization criteria, while Chapter three develops a special game-theoretical approach to Markov decision processes and stochastic discrete optimal control problems. In closing, the book?s final chapter is devoted to finite horizon stochastic control problems and Markov decision processes. The algorithms developed represent a valuable contribution to the important field of computational network theory
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Lozovanu, D. D.
Dewey number
519.2/33
Illustrations
illustrations
Index
no index present
LC call number
QA274.7
LC item number
.L69 2015
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorDate
1967-
http://library.link/vocab/relatedWorkOrContributorName
Pickl, Stefan
Series statement
Advances in Computational Management Science,
Series volume
volume 12
http://library.link/vocab/subjectName
  • Markov processes
  • Dynamic programming
  • Stochastic control theory
Label
Optimization of stochastic discrete systems and control on complex networks : computational networks, Dmitrii Lozovanu, Stefan Pickl, (electronic book)
Instantiates
Publication
Antecedent source
unknown
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Discrete stochastic processes, numerical methods for Markov chains and polynomial time algorithms -- Stochastic optimal control problems and Markov decision processes with infinite time horizon -- A game-theoretical approach to Markov decision processes, stochastic positional games and multicriteria control models -- Dynamic programming algorithms for finite horizon control problems and Markov decision processes
Control code
SPR897377018
Dimensions
unknown
Extent
1 online resource (xix, 400 pages)
File format
unknown
Form of item
online
Isbn
9783319118321
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-11833-8
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Optimization of stochastic discrete systems and control on complex networks : computational networks, Dmitrii Lozovanu, Stefan Pickl, (electronic book)
Publication
Antecedent source
unknown
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Discrete stochastic processes, numerical methods for Markov chains and polynomial time algorithms -- Stochastic optimal control problems and Markov decision processes with infinite time horizon -- A game-theoretical approach to Markov decision processes, stochastic positional games and multicriteria control models -- Dynamic programming algorithms for finite horizon control problems and Markov decision processes
Control code
SPR897377018
Dimensions
unknown
Extent
1 online resource (xix, 400 pages)
File format
unknown
Form of item
online
Isbn
9783319118321
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-11833-8
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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