The Design of Innovation

Lessons from and for Competent Genetic Algorithms

Paperback Engels 2013 9781475736458
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

7 69 6 A DESIGN APPROACH TO PROBLEM DIFFICULTY 71 1 Design and Problem Difficulty 71 2 Three Misconceptions 72 3 Hard Problems Exist 76 4 The 3-Way Decomposition and Its Core 77 The Core of Intra-BB Difficulty: Deception 5 77 6 The Core of Inter-BB Difficulty: Scaling 83 7 The Core of Extra-BB Difficulty: Noise 88 Crosstalk: All Roads Lead to the Core 8 89 9 From Multimodality to Hierarchy 93 10 Summary 100 7 ENSURING BUILDING BLOCK SUPPLY 101 1 Past Work 101 2 Facetwise Supply Model I: One BB 102 Facetwise Supply Model II: Partition Success 103 3 4 Population Size for BB Supply 104 Summary 5 106 8 ENSURING BUILDING BLOCK GROWTH 109 1 The Schema Theorem: BB Growth Bound 109 2 Schema Growth Somewhat More Generally 111 3 Designing for BB Market Share Growth 112 4 Selection Press ure for Early Success 114 5 Designing for Late in the Day 116 The Schema Theorem Works 6 118 A Demonstration of Selection Stall 7 119 Summary 122 8 9 MAKING TIME FOR BUILDING BLOCKS 125 1 Analysis of Selection Alone: Takeover Time 126 2 Drift: When Selection Chooses for No Reason 129 3 Convergence Times with Multiple BBs 132 4 A Time-Scales Derivation of Critical Locus 142 5 A Little Model of Noise-Induced Run Elongation 143 6 From Alleles to Building Blocks 147 7 Summary 148 10 DECIDING WELL 151 1 Why is Decision Making a Problem? 151

Specificaties

ISBN13:9781475736458
Taal:Engels
Bindwijze:paperback
Aantal pagina's:248
Uitgever:Springer US
Druk:0

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Inhoudsopgave

1 Genetic Algorithms and Innovation.- 2 Making Genetic Algorithms Fly.- 3 Three Tools of Conceptual Engineering.- 4 Goals and Elements of GA Design.- 5 Building Blocks.- 6 A Design Approach to Problem Difficulty.- 7 Ensuring Building Block Supply.- 8 Ensuring Building Block Growth.- 9 Making Time for Building Blocks.- 10 Deciding Well.- 11 Mixing, Control Maps, and GA Success.- 12 Design of Competent Genetic Algorithms.- Epilogue: From Competence to Efficiency and Beyond.- References.

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        The Design of Innovation