國立虎尾科技大學 |

Evolutionary Computation and Complex Networks

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Evolutionary Computation and Complex Networks/ by Jing Liu, Hussein A. Abbass, Kay Chen Tan.
Author:	Liu, Jing.
other author:	Abbass, Hussein A.
Description:	XIX, 148 p. 49 illus., 29 illus. in color.online resource. :
Contained By:	Springer Nature eBook
Subject:	Electrical engineering. -
Online resource:	https://doi.org/10.1007/978-3-319-60000-0
ISBN:	9783319600000

Evolutionary Computation and Complex Networks
Liu, Jing.

Evolutionary Computation and Complex Networks[electronic resource] /by Jing Liu, Hussein A. Abbass, Kay Chen Tan. - 1st ed. 2019. - XIX, 148 p. 49 illus., 29 illus. in color.online resource.

Part 1: Background -- Evolutionary Computation -- Complex Networks -- Part 2: Using Complex Networks to Analyze Evolutionary Algorithms -- Evolutionary Dynamics on Complex Networks -- Problem Difficulty Prediction based on Complex Networks -- Network-based Problem Difficulty Prediction Measures -- Part 3: Using Evolutionary Algorithms to Solve Problems in Complex Networks -- Evolutionary Community Detection Algorithms -- Evolving Robust Networks using Evolutionary Algorithms -- Other Optimization Problems in Complex Networks.

This book introduces the linkage between evolutionary computation and complex networks and the advantages of cross-fertilising ideas from both fields. Instead of introducing each field individually, the authors focus on the research that sits at the interface of both fields. The book is structured to address two questions: (1) how complex networks are used to analyze and improve the performance of evolutionary computation methods? (2) how evolutionary computation methods are used to solve problems in complex networks? The authors interweave complex networks and evolutionary computing, using evolutionary computation to discover community structure, while also using network analysis techniques to analyze the performance of evolutionary algorithms.The book is suitable for both beginners and senior researchers in the fields of evolutionary computation and complex networks. Brings together the fields of evolutionary computation and complex networks, discussing them both qualitatively and quantitatively; Provides novel and efficient computational problem solving techniques that require little computer memory; Provides the pseudo-codes for the computational methods used in the book to enable readers to adopt the codes to their own problems.

ISBN: 9783319600000

Standard No.: 10.1007/978-3-319-60000-0doiSubjects--Topical Terms:

596380
Electrical engineering.

LC Class. No.: TK1-9971

Dewey Class. No.: 621.382

Evolutionary Computation and Complex Networks
LDR:03135nam a22003975i 4500 001 1012708
003 DE-He213
005 20200704180821.0
007 cr nn 008mamaa
008 210106s2019 gw | s |||| 0|eng d
020 $a 9783319600000 $9 978-3-319-60000-0
024 7 $a 10.1007/978-3-319-60000-0 $2 doi
035 $a 978-3-319-60000-0
050 4 $a TK1-9971
072 7 $a TJK $2 bicssc
072 7 $a TEC041000 $2 bisacsh
072 7 $a TJK $2 thema
082 0 4 $a 621.382 $2 23
100 1 $a Liu, Jing. $4 aut $4 http://id.loc.gov/vocabulary/relators/aut $3 884009
245 1 0 $a Evolutionary Computation and Complex Networks $h [electronic resource] / $c by Jing Liu, Hussein A. Abbass, Kay Chen Tan.
250 $a 1st ed. 2019.
264 1 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2019.
300 $a XIX, 148 p. 49 illus., 29 illus. in color. $b online resource.
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
338 $a online resource $b cr $2 rdacarrier
347 $a text file $b PDF $2 rda
505 0 $a Part 1: Background -- Evolutionary Computation -- Complex Networks -- Part 2: Using Complex Networks to Analyze Evolutionary Algorithms -- Evolutionary Dynamics on Complex Networks -- Problem Difficulty Prediction based on Complex Networks -- Network-based Problem Difficulty Prediction Measures -- Part 3: Using Evolutionary Algorithms to Solve Problems in Complex Networks -- Evolutionary Community Detection Algorithms -- Evolving Robust Networks using Evolutionary Algorithms -- Other Optimization Problems in Complex Networks.
520 $a This book introduces the linkage between evolutionary computation and complex networks and the advantages of cross-fertilising ideas from both fields. Instead of introducing each field individually, the authors focus on the research that sits at the interface of both fields. The book is structured to address two questions: (1) how complex networks are used to analyze and improve the performance of evolutionary computation methods? (2) how evolutionary computation methods are used to solve problems in complex networks? The authors interweave complex networks and evolutionary computing, using evolutionary computation to discover community structure, while also using network analysis techniques to analyze the performance of evolutionary algorithms.The book is suitable for both beginners and senior researchers in the fields of evolutionary computation and complex networks. Brings together the fields of evolutionary computation and complex networks, discussing them both qualitatively and quantitatively; Provides novel and efficient computational problem solving techniques that require little computer memory; Provides the pseudo-codes for the computational methods used in the book to enable readers to adopt the codes to their own problems.
650 0 $a Electrical engineering. $3 596380
650 0 $a Algorithms. $3 527865
650 0 $a Computers. $3 565115
650 1 4 $a Communications Engineering, Networks. $3 669809
650 2 4 $a Algorithm Analysis and Problem Complexity. $3 593923
650 2 4 $a Computation by Abstract Devices. $3 669792
700 1 $a Abbass, Hussein A. $4 aut $4 http://id.loc.gov/vocabulary/relators/aut $3 569785
700 1 $a Tan, Kay Chen. $4 aut $4 http://id.loc.gov/vocabulary/relators/aut $3 771793
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
776 0 8 $i Printed edition: $z 9783319599984
776 0 8 $i Printed edition: $z 9783319599991
776 0 8 $i Printed edition: $z 9783030096496
856 4 0 $u https://doi.org/10.1007/978-3-319-60000-0
912 $a ZDB-2-ENG
912 $a ZDB-2-SXE
950 $a Engineering (SpringerNature-11647)
950 $a Engineering (R0) (SpringerNature-43712)