Simulated Evolution and Learning

by McKay, Bob; Yao, Xinob; Newton, Charles S.; Kim, Jong-Hwan; Furuhashi, Takeshi

• ISBN13: 9783540659075
• ISBN10: 3540659072
• Format: Paperback
• Copyright: 1999-06-01
• Publisher: Springer Verlag

Summary

This book constitutes the refereed post-workshop proceedings of the Second Asia-Pacific Conference on Simulated Evolution and Learning, SEAL '98, held in Canberra, Australia in November 1998. The 59 revised papers presented were carefully selected during two rounds of reviewing from a total of initially 92 submissions. The book covers a wide range of topics in simulated evolution and learning, from self-adaption to dynamic modelling, from reinforcement learning to agent systems, from evolutionary games to evolutionary economics, from theoretical results to successful applications, etc.

Table of Contents

Natural Computation	1	(2)
H.-P. Schwefel
Multiple Lagrange Multiplier Method for Constrained Evolutionary Optimization	2	(8)
H. Myung
J.-H. Kim
Robust Evolution Strategies	10	(8)
K. Ohkura
Y. Matsumura
K. Ueda
Hybrid Genetic Algorithm for Solving the p-Median Problem	18	(8)
V. Estivill-Castro
R. Torres-Velazquez
Correction of Reflection Lines Using Genetic Algorithms	26	(8)
B. Pham
Z. Zhang
Adaptation under Changing Environments with Various Rates of Inheritance of Acquired Characters: Comparison between Darwinian and Lamarckian Evolution	34	(8)
T. Sasaki
M. Tokoro
Dynamic Control of Adaptive Parameters in Evolutionary Programming	42	(8)
K.-H. Liang
X. Yao
C.S. Newton
Information Operator Scheduling by Genetic Algorithms	50	(8)
T. Yamada
K. Yoshimura
R. Nakano
Solving Radial Topology Constrained Problems with Evolutionary Algorithms	58	(8)
P.M.S. Carvalho
L.A.F.M. Ferreira
L.M.F. Barruncho
Automating Space Allocation in Higher Education	66	(8)
E.K. Burke
D.B. Varley
Application of Genetic Algorithm and k-Nearest Neighbour Method in Medical Fraud Detection	74	(8)
H. He
W. Graco
X. Yao
Evolution of Reference Sets in Nearest Neighbor Classification	82	(8)
H. Ishibuchi
T. Nakashima
Investigation of a Cellular Genetic Algorithm that Mimics Landscape Ecology	90	(8)
M. Kirley
X. Li
D.G. Green
Quantifying Neighborhood Preservation: Joint Properties of Evolutionary and Unsupervised Neural Learning	98	(8)
R. Garionis
Neural Networks and Evolutionary Algorithms for the Prediction of Thermodynamic Properties for Chemical Engineering	106	(8)
M. Mandischer
H. Geyer
P. Ulbig
Evolving FPGA Based Cellular Automata	114	(8)
R. Porter
N. Bergmann
Asynchronous Island Parallel GA Using Multiform Subpopulations	122	(8)
H. Horii
S. Kunifuji
T. Matsuzawa
Multiple Sequence Aligment using Parallel Genetic Algorithms	130	(8)
L.A. Anbarasu
P. Narayanasamy
V. Sundararajan
Evolving Logic Programs to Classify Chess-Endgame Positions	138	(8)
P.G.K. Reiser
P.J. Riddle
Genetic Programming with Active Data Selection	146	(8)
B.-T. Zhang
D.-Y. Cho
Evolutionary Programming-Based Uni-vector Field Method for Fast Mobile Robot Navigation	154	(8)
Y.-J. Kim
D.-H. Kim
J.-H. Kim
Evolution with Learning Adaptive Functions	162	(9)
M. Ishinishi
A. Namatame
Modelling Plant Breeding Programs as Search Strategies on a Complex Response Surface	171	(8)
D.W. Podlich
M. Cooper
Generating Equations with Genetic Programming for Control of a Movable Inverted Pendulum	179	(8)
H. Shimooka
Y. Fujimoto
A Hybrid Tabu Search Algorithm for the Nurse Rostering Problem	187	(8)
E. Burke
P. De Causmaecker
G. Vanden Berghe
Reinforcement Learning: Past, Present and Future	195	(3)
R.S. Sutton
A Reinforcement Learning with Condition Reduced Fuzz Rules	198	(8)
H. Kawakami
O. Katai
T. Konishi
Generality and Conciseness of Submodels in Hierarchical Fuzzy Modeling	206	(9)
K. Tachibana
T. Furuhashi
Using Evolutionary Programming to Optimize the Allocation of Surveillance Assets	215	(8)
V.W. Porto
Applying the Evolutionary Neural Networks with Genetic Algorithms to Control a Rolling Inverted Pendulum	223	(8)
N. Kaise
Y. Fujimoto
Evolving Cooperative Actions Among Heterogeneous Agents by an Evolutionary Programming Method	231	(9)
T. Fujinaga
K. Moriwaki
N. Inuzuka
H. Itoh
Cooperative Works for Welfare Agent Robot and Human Using Chaotic Evolutionary Computation	240	(11)
T. Yamaguchi
M. Sato
T. Takagi
H. Hashimoto
Evolutionary Computation for Intelligent Agents Based on Chaotic Retrieval and Soft DNA	251	(9)
N. Kohata
M. Sato
T. Yamaguchi
T. Baba
H. Hashimoto
A Study of Bayesian Clustering of a Document Set Based on GA	260	(8)
K. Aoki
K. Matsumoto
K. Hoashi
K. Hashimoto
An Evolutionary Approach in Quantitative Spectroscopy	268	(8)
P. Husbands
P.P.B. de Oliveira
Evolutionary Recognition of Features from CAD Data	276	(9)
Y. Tsujimura
M. Gen
Modeling Strategies as Generous and Greedy in Prisoner's Dilemma Like Games	285	(8)
S. Johansson
B. Carlsson
M. Boman
Using Genetic Algorithms to Simulate the Evolution of an Oligopoly Game	293	(8)
S.-H. Chen
C.-C. Ni
An Evolutionary Study on Cooperation in N-person Iterated Prisoner's Dilemma Game	301	(8)
Y.-G. Seo
S.-B. Cho
Simulating a N-person Multi-stage Game for Making a State	309	(8)
A. Iwasaki
S.H. Oda
K. Ueda
Learning from Linguistic Rules and Rule Extraction for Function Approximation by Neural Networks	317	(8)
K. Tanaka
M. Nii
H. Ishibuchi
Can a Niching Method Locate Multiple Attractors Embedded in the Hopfield Network?	325	(8)
A. Imada
K. Araki
Time Series Prediction by Using Negatively Correlated Neural Networks	333	(8)
Y. Liu
X. Yao
Animating the Evolution Process of Genetic Algorithms	341	(8)
A. Li
K.-P. Wong
Analysis on the Island Model Parallel Genetic Algorithms for the Genetic Drifts	349	(8)
T. Niwa
M. Tanaka
A Paradox of Neural Encoders and Decoders or Why Don't We Talk Backwards?	357	(8)
B. Tonkes
A. Blair
J. Wiles
Continuous Optimization Using Elite Genetic Algorithms With Adaptive Mutations	365	(8)
A.B. Djurisic
A.D. Rakic
E.H. Li
M.L. Majewski
N. Bundaleski
B.V. Stanic
Evolutionary Systems Applied to the Synthesis of a CPU Controller	373	(8)
R.S. Zebulum
M.A. Pacheco
M. Vellasco
Novel Models in Evolutionary Designing	381	(8)
J.S. Gero
Co-evolution, Determinism and Robstness	389	(8)
A.D. Blair
E. Sklar
P. Funes
Co-operative Evolution of a Neural Classifier and Feature Subset	397	(8)
J. Hallinan
P. Jackway
Optimal Power Flow Method Using Evolutionary Programming	405	(8)
K.-P. Wong
J. Yuryevich
Grammatical Development of Evolutionary Modular Neural Networks	413	(8)
S.-B. Cho
K. Shimohara
Hybridized Neural Network and Genetic Algorithms for Solving Nonlinear Integer Programming Problem	421	(9)
M. Gen
K. Ida
C.-Y. Lee
Evolution of Gene Coordination Networks	430	(8)
T.P. Runarsson
M.T. Jonsson
Adaptive Simulation: An Implementation Framework	438	(8)
R. Hall
B. Pham
J. Yearwood
A Model of Mutual Associative Memory for Simulations of Evolution and Learning	446	(8)
Y. Akira
The Application of Cellular Automata to the Consumer's Theory: Simulating a Duopolistic Market	454	(8)
S.H. Oda
K. Iyori
M. Ken
K. Ueda
Object-oriented Genetic Algorithm based Artificial Neural Network for Load Forecasting	462	(9)
L.L. Lai
H. Subasinghe
N. Rajkumar
E. Vaseekar
B.J. Gwyn
V.K. Sood
Author Index	471