LEADER 03811nam 22005295 450 001 9910337649003321 005 20200704180821.0 010 $a3-319-60000-1 024 7 $a10.1007/978-3-319-60000-0 035 $a(CKB)4100000006674769 035 $a(MiAaPQ)EBC5521404 035 $a(DE-He213)978-3-319-60000-0 035 $a(PPN)230541194 035 $a(EXLCZ)994100000006674769 100 $a20180922d2019 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aEvolutionary Computation and Complex Networks /$fby Jing Liu, Hussein A. Abbass, Kay Chen Tan 205 $a1st ed. 2019. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2019. 215 $a1 online resource (160 pages) 311 $a3-319-59998-4 327 $aPart 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. 330 $aThis 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. 606 $aElectrical engineering 606 $aAlgorithms 606 $aComputers 606 $aCommunications Engineering, Networks$3https://scigraph.springernature.com/ontologies/product-market-codes/T24035 606 $aAlgorithm Analysis and Problem Complexity$3https://scigraph.springernature.com/ontologies/product-market-codes/I16021 606 $aComputation by Abstract Devices$3https://scigraph.springernature.com/ontologies/product-market-codes/I16013 615 0$aElectrical engineering. 615 0$aAlgorithms. 615 0$aComputers. 615 14$aCommunications Engineering, Networks. 615 24$aAlgorithm Analysis and Problem Complexity. 615 24$aComputation by Abstract Devices. 676 $a006.3823 700 $aLiu$b Jing$4aut$4http://id.loc.gov/vocabulary/relators/aut$0768805 702 $aAbbass$b Hussein A$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aTan$b Kay Chen$4aut$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9910337649003321 996 $aEvolutionary Computation and Complex Networks$91961484 997 $aUNINA