語系:
繁體中文
English
說明(常見問題)
登入
回首頁
切換:
標籤
|
MARC模式
|
ISBD
Optimization of stochastic discrete ...
~
Pickl, Stefan.
Optimization of stochastic discrete systems and control on complex networks = computational networks /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Optimization of stochastic discrete systems and control on complex networks/ by Dmitrii Lozovanu, Stefan Pickl.
其他題名:
computational networks /
作者:
Lozovanu, Dmitrii.
其他作者:
Pickl, Stefan.
出版者:
Cham :Springer International Publishing : : 2015.,
面頁冊數:
xix, 400 p. :ill., digital ; : 24 cm.;
Contained By:
Springer eBooks
標題:
Markov processes. -
電子資源:
http://dx.doi.org/10.1007/978-3-319-11833-8
ISBN:
9783319118338 (electronic bk.)
Optimization of stochastic discrete systems and control on complex networks = computational networks /
Lozovanu, Dmitrii.
Optimization of stochastic discrete systems and control on complex networks
computational networks /[electronic resource] :by Dmitrii Lozovanu, Stefan Pickl. - Cham :Springer International Publishing :2015. - xix, 400 p. :ill., digital ;24 cm. - Advances in computational management science,v.121388-4301 ;. - Advances in computational management science ;11..
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.
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.
ISBN: 9783319118338 (electronic bk.)
Standard No.: 10.1007/978-3-319-11833-8doiSubjects--Topical Terms:
527825
Markov processes.
LC Class. No.: QA274.7 / .L69 2015
Dewey Class. No.: 519.233
Optimization of stochastic discrete systems and control on complex networks = computational networks /
LDR
:02712nam a2200337 a 4500
001
834963
003
DE-He213
005
20150701150124.0
006
m d
007
cr nn 008maaau
008
160421s2015 gw s 0 eng d
020
$a
9783319118338 (electronic bk.)
020
$a
9783319118321 (paper)
024
7
$a
10.1007/978-3-319-11833-8
$2
doi
035
$a
978-3-319-11833-8
040
$a
GP
$c
GP
041
0
$a
eng
050
4
$a
QA274.7
$b
.L69 2015
072
7
$a
KJT
$2
bicssc
072
7
$a
KJMD
$2
bicssc
072
7
$a
BUS049000
$2
bisacsh
082
0 4
$a
519.233
$2
23
090
$a
QA274.7
$b
.L925 2015
100
1
$a
Lozovanu, Dmitrii.
$3
1063871
245
1 0
$a
Optimization of stochastic discrete systems and control on complex networks
$h
[electronic resource] :
$b
computational networks /
$c
by Dmitrii Lozovanu, Stefan Pickl.
260
$a
Cham :
$c
2015.
$b
Springer International Publishing :
$b
Imprint: Springer,
300
$a
xix, 400 p. :
$b
ill., digital ;
$c
24 cm.
490
1
$a
Advances in computational management science,
$x
1388-4301 ;
$v
v.12
505
0
$a
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.
520
$a
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.
650
0
$a
Markov processes.
$3
527825
650
0
$a
Dynamic programming.
$3
528343
650
0
$a
Stochastic control theory.
$3
570238
650
1 4
$a
Economics/Management Science.
$3
669170
650
2 4
$a
Operation Research/Decision Theory.
$3
881408
650
2 4
$a
Optimization.
$3
669174
650
2 4
$a
Operations Research, Management Science.
$3
785065
650
2 4
$a
Discrete Optimization.
$3
1019327
650
2 4
$a
Algorithm Analysis and Problem Complexity.
$3
593923
700
1
$a
Pickl, Stefan.
$3
898218
710
2
$a
SpringerLink (Online service)
$3
593884
773
0
$t
Springer eBooks
830
0
$a
Advances in computational management science ;
$v
11.
$3
889636
856
4 0
$u
http://dx.doi.org/10.1007/978-3-319-11833-8
950
$a
Business and Economics (Springer-11643)
筆 0 讀者評論
多媒體
評論
新增評論
分享你的心得
Export
取書館別
處理中
...
變更密碼[密碼必須為2種組合(英文和數字)及長度為10碼以上]
登入