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Model-Based Search for Combinatorial Optimization: A Comparative Study
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
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Convergence Time for the Linkage Learning Genetic Algorithm
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An Improvement to Ant Colony Optimization Heuristic
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Engineering Applications of Artificial Intelligence
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Applied Soft Computing
SGMIT: using selfish gene theory to construct mutualinformation trees for optimization
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
A weight based compact genetic algorithm
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
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Proceedings of the 11th Annual conference on Genetic and evolutionary computation
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A self-guided genetic algorithm for flowshop scheduling problems
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multiobjective quantum-inspired evolutionary algorithm for fuzzy path planning of mobile robot
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
SGEGC: A Selfish Gene Theory Based Optimization Method by Exchanging Genetic Components
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A Novel Discrete Particle Swarm Optimization Based on Estimation of Distribution
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Coevolutionary Method for Gene Selection and Parameter Optimization in Microarray Data Analysis
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Quantum-inspired evolutionary algorithm: a multimodel EDA
IEEE Transactions on Evolutionary Computation - Special issue on evolutionary algorithms based on probabilistic models
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Expert Systems with Applications: An International Journal
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IEEE Computational Intelligence Magazine
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Artificial Intelligence in Medicine
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Information Sciences: an International Journal
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On the optimal convergence probability of univariate estimation of distribution algorithms
Evolutionary Computation
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Proceedings of the 13th annual conference on Genetic and evolutionary computation
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Proceedings of the 14th annual conference on Genetic and evolutionary computation
The Gestalt heuristic: emerging abstraction to improve combinatorial search
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A review on probabilistic graphical models in evolutionary computation
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Compact Particle Swarm Optimization
Information Sciences: an International Journal
A hybrid compact genetic algorithm applied to the multi-level capacitated lot sizing problem
Proceedings of the 28th Annual ACM Symposium on Applied Computing
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ACM Computing Surveys (CSUR)
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Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Improving the performance of the BioHEL learning classifier system
Expert Systems with Applications: An International Journal
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Expert Systems with Applications: An International Journal
A hybrid cGA applied to the MLCLSP with overtime
ACM SIGAPP Applied Computing Review
Information Sciences: an International Journal
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Introduces the compact genetic algorithm (cGA) which represents the population as a probability distribution over the set of solutions and is operationally equivalent to the order-one behavior of the simple GA with uniform crossover. It processes each gene independently and requires less memory than the simple GA. The development of the compact GA is guided by a proper understanding of the role of the GA's parameters and operators. The paper clearly illustrates the mapping of the simple GA's parameters into those of an equivalent compact GA. Computer simulations compare both algorithms in terms of solution quality and speed. Finally, this work raises important questions about the use of information in a genetic algorithm, and its ramifications show us a direction that can lead to the design of more efficient GAs