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Tables of Contents for Parallel Problem Solving from Nature-Ppsn V
Chapter/Section Title
Page #
Page Count
Convergence Theory
3
44
Modelling Genetic Algorithms: From Markov Chains to Dependence with Complete Connections
3
10
A. Agapie
On the Optimization of Unimodal Functions with the (1+1) Evolutionary Algorithm
13
10
S. Droste
Th. Jansen
I. Wegener
A Timing Analysis of Convergence to Fitness Sharing Equilibrium
23
11
J. Horn
D.E. Goldberg
Where Elitists Start Limping: Evolution Strategies at Ridge Functions
34
13
A.I. Oyman
H.-G. Beyer
H.-P. Schwefel
Fitness Landscapes and Problem Difficulty
47
62
A Bit-Wise Epistasis Measure for Binary Search Spaces
47
10
C. Fonlupt
D. Robilliard
P. Preux
Inside GA Dynamics: Ground Basis for Comparison
57
10
L. Kallel
The Effect of Spin-Flip Symmetry on the Performance of the Simple GA
67
10
B. Naudts
J. Naudts
Fitness Distance Correlation and Ridge Functions
77
10
R.J. Quick
V.J. Rayward-Smith
G.D. Smith
Accelerating the Convergence of Evolutionary Algorithms by Fitness Landscape Approximation
87
10
A. Ratle
Modeling Building-Block Interdependency
97
12
R.A. Watson
G.S. Hornby
J.B. Pollack
Noisy and Non-stationary Objective Functions
109
92
Mutate Large, But Inherit Small! On the Analysis of Rescaled Mutations in (1, Lambda)-ES with Noisy Fitness Data
109
10
H.-G. Beyer
Creating Robust Solutions by Means of Evolutionary Algorithms
119
10
J. Branke
Analytic Curve Detection from a Noisy Binary Edge Map Using Genetic Algorithm
129
10
S. Chakraborty
K. Deb
A Comparison of Dominance Mechanisms and Simple Mutation on Non-stationary Problems
139
10
J. Lewis
E. Hart
G. Ritchie
Adaptation to a Changing Environment by Means of the Feedback Thermodynamical Genetic Algorithm
149
10
N. Mori
H. Kita
Y. Nishikawa
Optimization with Noisy Function Evaluations
159
10
V. Nissen
J. Propach
On Risky Methods for Local Selection under Noise
169
9
G. Rudolph
Polygenic Inheritance -- A Haploid Scheme that Can Outperform Diploidy
178
10
C. Ryan
J.J. Collins
Averaging Efficiently in the Presence of Noise
188
13
P. Stagge
Multi-criteria and Constrained Optimization
201
104
Solving Binary Constraint Satisfaction Problems Using Evolutionary Algorithms with an Adaptive Fitness Function
201
10
A.E. Eiben
J.I. van Hemert
E. Marchiori
A.G. Steenbeek
Varying Fitness Functions in Genetic Algorithms: Studying the Rate of Increase of the Dynamic Penalty Terms
211
10
S. Kazarlis
V. Petridis
Landscape Changes and the Performance of Mapping Based Constraint Handling Methods
221
10
D.G. Kim
P. Husbands
A Decoder-Based Evolutionary Algorithm for Constrained Parameter Optimization Problems
231
10
S. Koziel
Z. Michalewicz
A Spatial Predator-Prey Approach to Multi-objective Optimization: A Preliminary Study
241
9
M. Laumanns
G. Rudolph
H.-P. Schwefel
Selective Breeding in a Multiobjective Genetic Algorithm
250
10
G.T. Parks
I. Miller
Niching and Elitist Models for MOGAs
260
10
S. Obayashi
S. Takahashi
Y. Takeguchi
Parallel Evolutionary Optimisation with Constraint Propagation
270
10
A. Ruiz-Andino
L. Araujo
J. Ruz
F. Saenz
Methods to Evolve Legal Phenotypes
280
12
T. Yu
P. Bentley
Multiobjective Optimization Using Evolutionary Algorithms -- A Comparative Case Study
292
13
E. Zitzler
L. Thiele
Representation Issues
305
52
Utilising Dynastically Optimal Forma Recombination in Hybrid Genetic Algorithms
305
10
C. Cotta
E. Alba
J.M. Troya
Further Experimentations on the Scalability of the GEMGA
315
10
H. Kargupta
S. Bandyopadhyay
Indexed Memory as a Generic Protocol for Handling Vectors of Data in Genetic Programming
325
10
I.S. Lim
D. Thalmann
On Genetic Algorithms and Lindenmayer Systems
335
10
G. Ochoa
Genome Length as an Evolutionary Self-Adaptation
345
12
C.L. Ramsey
K.A. De Jong
J.J. Grefenstette
A.S. Wu
D.S. Burke
Selection, Operators and Evolution Schemes
357
104
Restart Scheduling for Genetic Algorithms
357
10
A.S. Fukunaga
A Comparative Study of Global and Local Selection in Evolution Strategies
367
11
M. Gorges-Schleuter
UEGO, an Abstract Niching Technique for Global Optimization
378
10
M. Jelasity
Development of Problem-Specific Evolutionary Algorithms
388
10
A. Leonhardi
W. Reissenberger
T. Schmelmer
K. Weicker
N. Weicker
The Effects of Control Parameters and Restarts on Search Stagnation in Evolutionary Programming
398
10
K.E. Mathias
J.D. Schaffer
L.J. Eshelman
M. Mani
Accelerating the Evolutionary-Gradient-Search Procedure: Individual Step Sizes
408
10
R. Salomon
Extending Population-Based Incremental Learning to Continuous Search Spaces
418
10
M. Sebag
A. Ducoulombier
Multi-parent Recombination in Genetic Algorithms with Search Space Boundary Extension by Mirroring
428
10
S. Tsutsui
Selective Crossover in Genetic Algorithms: An Empirical Study
438
10
K. Vekaria
C. Clack
Line-Breeding Schemes for Combinatorial Optimization
448
13
R. Yang
Coevolution and Learning
461
112
Finding Regions of Uncertainty in Learned Models: An Application to Face Detection
461
10
S. Baluja
On ZCS in Multi-agent Environments
471
10
L. Bull
Empirical Analysis of the Factors that Affect the Baldwin Effect
481
10
K.W.C. Ku
M.W. Mak
Promoting Generalization of Learned Behaviours in Genetic Programming
491
10
I. Kuscu
Generalization in Wilson's Classifier System
501
10
P.L. Lanzi
Symbiotic Coevolution of Artificial Neural Networks and Training Data Sets
511
10
H.A. Mayer
Information-Theoretic Analysis of a Mobile Agent's Learning in a Discrete State Space
521
9
C. Potter
The Coevolution of Antibodies for Concept Learning
530
10
M.A. Potter
K.A. De Jong
Does Data-Model Co-evolution Improve Generalization Performance of Evolving Learners?
540
10
J.L. Shapiro
A Corporate Classifier System
550
10
A. Tomlinson
L. Bull
Applying Diffusion to a Cooperative Coevolutionary Model
560
13
R.P. Wiegand
Cellular Automata, Fuzzy Systems and Neural Networks
573
100
Studying Parallel Evolutionary Algorithms: The Cellular Programming Case
573
10
M. Capcarrere
A. Tettamanzi
M. Tomassini
M. Sipper
Learning to Avoid Moving Obstacles Optimally for Mobile Robots Using a Genetic-Fuzzy Approach
583
10
K. Deb
D.K. Pratihar
A. Ghosh
Evolutionary Neural Networks for Nonlinear Dynamics Modeling
593
10
I. De Falco
A. Iazzetta
P. Natale
E. Tarantino
Hybrid Distributed Real-Coded Genetic Algorithms
603
10
F. Herrera
M. Lozano
C. Moraga
Mechanisms of Emergent Computation in Cellular Automata
613
10
W. Hordijk
J.P. Crutchfield
M. Mitchell
Towards Designing Neural Network Ensembles by Evolution
623
10
Y. Liu
X. Yao
Selection of Training Data for Neural Networks by a Genetic Algorithm
633
10
C.R. Reeves
S.J. Taylor
Discovery with Genetic Algorithm Scheduling Strategies for Cellular Automata
643
10
F. Seredynski
Simple + Parallel + Local = Cellular Computing
653
10
M. Sipper
Evolution, Learning and Speech Recognition in Changing Acoustic Environments
663
10
A. Spalanzani
H. Kabre
Ant Colonies, Immune Systems, and Other Paradigms
673
72
Ant Colonies for Adaptive Routing in Packet-Switched Communications Networks
673
10
G. Di Caro
M. Dorigo
The Stud GA: A Mini Revolution?
683
9
W. Khatib
P.J. Fleming
An Island Model Based Ant System with Lookahead for the Shortest Supersequence Problem
692
10
R. Michel
M. Middendorf
Parameter-Free Genetic Algorithm Inspired by "Disparity Theory of Evolution"
702
10
H. Sawai
S. Kizu
Immune Network Dynamics for Inductive Problem Solving
712
10
V. Slavov
N.I. Nikolaev
Parallelization Strategies for Ant Colony Optimization
722
10
Th. Stutzle
Self-Organizing Pattern Formation: Fruit Flies and Cellular Phones
732
13
R. Tateson
Applications
745
294
TSP, Graphs and Satisfiability
745
90
A New Genetic Local Search Algorithm for Graph Coloring
745
10
R. Dorne
J.-K. Hao
Improving the Performance of Evolutionary Algorithms for the Satisfiability Problem by Refining Functions
755
10
J. Gottlieb
N. Voss
Memetic Algorithms and the Fitness Landscape of the Graph Bi-partitioning Problem
765
10
P. Merz
B. Freisleben
Investigating Evolutionary Approaches to Adaptive Database Management Against Various Quality of Service Metrics
775
10
M.J. Oates
D. Corne
Genetic Algorithm Behavior in the MAXSAT Domain
785
10
S. Rana
D. Whitley
An Adaptive Mutation Scheme for a Penalty-Based Graph-Colouring GA
795
8
P. Ross
E. Hart
Inver-over Operator for the TSP
803
10
G. Tao
Z. Michalewicz
Repair and Brood Selection in the Traveling Salesman Problem
813
10
T. Walters
The Traveling Salesrep Problem, Edge Assembly Crossover, and 2-opt
823
12
J.-P. Watson
C. Ross
V. Eisele
J. Denton
J. Bins
C. Guerra
D. Whitley
A. Howe
Scheduling, Partitioning and Packing
835
62
Load Balancing in Parallel Circuit Testing with Annealing-Based and Genetic Algorithms
835
10
C. Gil
J. Ortega
A.F. Diaz
M.G. Montoya
A. Prieto
A Heuristic Combination Method for Solving Job-Shop Scheduling Problems
845
10
E. Hart
P. Ross
Reduction of Air Traffic Congestion by Genetic Algorithms
855
10
S. Oussedik
D. Delahaye
Timetabling the Classes of an Entire University with an Evolutionary Algorithm
865
10
B. Paechter
R.C. Rankin
A. Cumming
T.C. Fogarty
Genetic Algorithms for the Multiple Container Packing Problem
875
10
G.R. Raidl
G. Kodydek
Buffer Memory Optimization in DSP Applications -- An Evolutionary Approach
885
12
J. Teich
E. Zitzler
S. Bhattacharyya
Design and Telecommunications
897
62
The Breeder Genetic Algorithm for Frequency Assignment
897
10
C. Crisan
H. Muhlenbein
A Permutation Based Genetic Algorithm for Minimum Span Frequency Assignment
907
10
C. Valenzuela
S. Hurley
D. Smith
Comparison of Evolutionary Algorithms for Design Optimization
917
10
W. Jakob
M. Gorges-Schleuter
I. Sieber
Aspects of Digital Evolution: Evolvability and Architecture
927
10
J.F. Miller
P. Thomson
Integrated Facility Design Using an Evolutionary Approach with a Subordinate Network Algorithm
937
10
B.A. Norman
A.E. Smith
R.A. Arapoglu
An Evolutionary Algorithm for Synthesizing Optical Thin-Film Designs
947
12
J.-M. Yang
C.-Y. Kao
Model Estimations and Layout Problems
959
80
Implementing Genetic Algorithms with Sterical Constraints for Protein Structure Prediction
959
9
E. Bindewald
J. Hesser
R. Manner
Optimal Placements of Flexible Objects: An Adaptive Simulated Annealing Approach
968
10
S.K. Cheung
K.S. Leung
A. Albrecht
C.K. Wong
Encapsulated Evolution Strategies for the Determination of Group Contribution Model Parameters in Order to Predict Thermodynamic Properties
978
10
H. Geyer
P. Ulbig
S. Schulz
Recombination Operators for Evolutionary Graph Drawing
988
10
D. Kobler
A.G.B. Tettamanzi
Optimisation of Density Estimation Models with Evolutionary Algorithms
998
10
M. Kreutz
A.M. Reimetz
B. Sendhoff
C. Weihs
W. von Seelen
Genetic Algorithm in Parameter Estimation of Nonlinear Dynamic Systems
1008
10
E. Paterakis
V. Petridis
A. Kehagias
Optimizing Web Page Layout Using an Annealed Genetic Algorithm as Client-Side Script
1018
10
J. Gonzalez Penalver
J.J. Merelo
Solving the Capacitor Placement Problem in a Radial Distribution System Using an Adaptive Genetic Algorithm
1028
11
K. Hatta
M. Suzuki
S. Wakabayashi
T. Koide
Author Index
1039