dr Tomasz D.Gwiazda
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Contents of e-Book
Index of authors
Index of experiment domains


Introduction

Standard operators
1-Point Crossover
k-Point Crossover
Shuffle Crossover
Reduced Surrogate Crossover
Uniform Crossover
Highly Disruptive Crossover,Heuristic Uniform Crossover
Average Crossover
Discrete Crossover
Flat Crossover
Heuristic Crossover,Intermediate Crossover
Blend Crossover


Binary coded operators
Random Respectful Crossover
Masked Crossover
1bit Adaptation Crossover
Multivariate Crossover
Homologous Crossover
Count-preserving Crossover
Elitist Crossover
    Volume 1 - Contents  
         

 

 

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1. Introduction ............................................................................. 7

2. Standard operators.................................................................. 11

1-Point Crossover .......................................................................... 11

k-Point Crossover .......................................................................... 12

Shuffle Crossover .......................................................................... 14

Reduced Surrogate Crossover........................................................... 15

Uniform Crossover........................................................................... 16

Heuristic Uniform Crossover, Highly Disruptive Crossover ....................... 17

Average Crossover.......................................................................... 19

Discrete Crossover.......................................................................... 20

Flat Crossover............................................................................... 21

Heuristic Crossover /Intermediate Crossover........................................ 22

Blend Crossover............................................................................. 23

3. Binary coded operators............................................................ 25

Random Respectful Crossover........................................................... 25

Masked Crossover .......................................................................... 28

1bit Adaptation Crossover ............................................................... 30

Multivariate Crossover .................................................................... 34

Homologous Crossover..................................................................... 36

Count-preserving Crossover ............................................................. 38

Elitist Crossover............................................................................. 40

Scanning Crossover ....................................................................... 42

Partial Copy Crossover .................................................................... 45

Knowledge-Based Nonuniform Crossover.............................................. 47

Circle-ring Crossover....................................................................... 49

Sufficient Exchanging...................................................................... 51

Linkage Evolving Genetic Operator .................................................... 53

2N-parent Parameter Wise Crossover................................................. 55

Diagonal Crossover ........................................................................ 58

Gene Pool Crossover ...................................................................... 60

Hierarchical Crossover .................................................................... 62

Randomized and/or Crossover........................................................... 66

Simple Conjugation Operator ............................................................ 68

Adaptive Strategies of Mixing Crossovers............................................ 70

Orthogonal Crossover ..................................................................... 72

Microbial Crossover ........................................................................ 75

Selective Crossover-1 .................................................................... 78

Exchange Crossover - Linkage Crossover............................................. 80

Multi Sexual Scanning Crossover........................................................ 82

Differences-Based Crossover ........................................................... 84

Fusion Crossover ........................................................................... 87

Multiple Chromosomes Crossover ...................................................... 89

Restricted Crossover....................................................................... 91

Selective Crossover-2 .................................................................... 94

Self Crossover............................................................................... 97

Multi-cut Crossover ...................................................................... 100

Transposition Operator .................................................................. 102

Tournament Based Transposition Operator......................................... 106

Dominant Splice - Symbiotic Combination.......................................... 112

Dissociated Crossover.................................................................... 114

Spontaneous Crossover.................................................................. 116

Binary Search Point Crossover ........................................................ 118

Fixed Crossover ........................................................................... 121

Common Features/Random Sample Climbing Crossover ........................ 123

Asexual Transposition ................................................................... 126

Disrespectful Crossover.................................................................. 130

Asymmetric Two-point Crossover.................................................... 132

Variation of Asymmetric Two-point Crossover ................................... 135

Best Combinatorial Crossover ......................................................... 137

Hybridization Crossover ................................................................ 139

Mixed Crossover.......................................................................... 141

Direct Design Variable Exchange Crossover........................................ 143

Best Schema Crossover ................................................................ 145

Variable Length Genomes Crossover ................................................ 148

Three-Parent Crossover ................................................................ 152

Partially Randomized Crossover....................................................... 154

Statistic-Based Adaptive Non-Uniform Crossover................................ 156

Multiple Crossover Operators-1 ...................................................... 158

Half Sibling and a Clone.................................................................. 161

Adaptive Number of Crossover Points ............................................... 163

Sexual Selection Crossover ............................................................ 166

Chromosome Shuffling.................................................................... 168

Orthogonal Latin Mutli-Parent Crossover ........................................... 170

Different Location Crossover .......................................................... 172

Combined Balanced Crossover......................................................... 174

Hybrid 1-Point Crossover ............................................................... 177

Count-preserving Crossover-2......................................................... 179

Fitness Weighted Crossover (Binary)................................................ 182

Adaptive Probability Crossover-4..................................................... 185

Schema-Based Crossover .............................................................. 188

4. Real coded operators............................................................. 190

Linear Crossover........................................................................... 190

Heuristic Crossover2..................................................................... 192

Simple Crossover.......................................................................... 194

Single Arithmetical Crossover.......................................................... 196

Arithmetical Crossover, Intermediate Crossover2, Linear Crossover,

Guaranteed Average Crossover, Convex Crossover.............................. 198

Injection Crossover....................................................................... 200

Adaptive Probability Crossover-1..................................................... 203

Linear BGA Crossover ................................................................... 206

Simplex Crossover........................................................................ 208

Simulated Binary Crossover ........................................................... 211

Fuzzy Crossover .......................................................................... 213

Fuzzy Connectives Based Crossover ................................................ 215

Crossover Hillclimbing.................................................................... 218

Random Crossover........................................................................ 220

Variable Length Segments Crossover............................................... 222

Unfair Average Crossover .............................................................. 225

Continuous Uniform Crossover ........................................................ 227

Geometrical Crossover .................................................................. 229

Sphere Crossover ......................................................................... 231

Differential Evolution Crossover........................................................ 233

Simplex Crossover-2 ..................................................................... 235

Multiple Crossover Per Couple.......................................................... 237

Gene-Pooling Crossover-1............................................................... 239

Center of Mass Crossover............................................................... 241

Multi-parent Feature-wise Crossover ............................................... 243

Partially Separable Crossover.......................................................... 245

Seed Crossover ........................................................................... 247

Non-convex Linear Combination of Multiple Parents............................. 249

Direction-Based Crossover ............................................................. 251

Derivative-Based Crossover ........................................................... 253

Rank Based Crossover ................................................................... 255

Parabolic Crossover ...................................................................... 257

Guided Crossover ......................................................................... 259

Multiple Crossover on Multiple Parents .............................................. 261

Simplex Crossover-3 ..................................................................... 263

Uniform Design Crossover .............................................................. 266

Center of Gravity Crossover ........................................................... 268

1-point Average Crossover ............................................................ 270

Messy Average Crossover .............................................................. 272

Adaptive Probability Crossover-5...................................................... 274

Site-Specific Crossover.................................................................. 276

BLX Principal Component Analysis and Independent Component Analysis.. 280

Orthogonal Crossover with Quantization ........................................... 282

Gaussian Uniform Crossover............................................................ 284

Set-Oriented Crossover.................................................................. 286

Adaptive Probability Crossover-6...................................................... 288

Adaptive Probability Crossover-7...................................................... 291

Position Crossover ........................................................................ 294

Best-Best Crossover...................................................................... 296

Adaptive Q-rand Point Crossover..................................................... 298

Q-rand Point Crossover ................................................................. 300

Multiple Crossover ........................................................................ 303

Improved Arithmetical Crossover..................................................... 306

Reciprocal Translocation Operator ................................................... 308

Hybrid Arithmetical Crossover.......................................................... 314

Generation of Multiple Descendants and Selection of the Two Best......... 316

Adaptive Neighborhood-based Multi-parent Crossover ......................... 318

Imperfect Crossover...................................................................... 320

Adaptive Probability Crossover-8..................................................... 323

Multiple Crossover Operators-2 ....................................................... 326

Heuristic-Based Self-Adapting Crossover .......................................... 329

Mixed Variable Crossover ............................................................... 333

Curved Cylinder Crossover ............................................................. 338

Exchanging Information Crossover ................................................... 340

Real-Biased Crossover.................................................................... 342

Taguchi Crossover (Main Effect Orthogonal Crossover) ....................... 344

Interaction Effect Orthogonal Crossover ........................................... 347

Diverse Crossover......................................................................... 351

Parent Centric BLX-α Crossover ...................................................... 353

Taguchi Crossover-2..................................................................... 355

Extended GA Crossover ................................................................. 358

Single Gene Crossover................................................................... 360

Fitness Weighted Crossover (Real) .................................................. 362

Inheritance Crossover ................................................................... 364

Adaptive Probability of Gene Crossover ............................................ 366

Adaptive Probability Crossover-2...................................................... 368

Normalized Fitness Crossover ......................................................... 370

Controlled Content Crossover.......................................................... 372

Center of Mass Crossover-2 ........................................................... 375

Parent Differentiation Crossover ...................................................... 377

Improved Crossover and Mutation ................................................... 379

Adaptive Probability Crossover-3...................................................... 381

King Strategy Crossover................................................................. 384

Gene-Pooling Crossover-2............................................................... 386

Fitness Guided Crossover ............................................................... 388

Continuous Adaptive Culture Model Crossover ................................... 390

Fitness-Based Parabolic Crossover................................................... 392

Hybrid Panmictic (multi-parent) Crossover......................................... 394

5. Statistic-based operators........................................................ 396

Unimodal Normal Distribution Crossover.............................................. 396

Factorized Distribution Method........................................................ 397

Parent-Centric Crossover............................................................... 397

Marginal Histogram-Based Method ................................................... 397

Extrapolation Directed Crossover...................................................... 398

Trimodal Distribution Crossover ....................................................... 398

Confidence Interval Based Crossover................................................ 398

Quantum Probability Representation-Based Method.............................. 399

Latent Variable Crossover .............................................................. 399

6. Index of keywords, authors and experiment domains................ 400

 
   

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