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- W1584798321 abstract "The Commonality-Based Crossover Framework defines crossover as a two-step process: 1) preserve the maximal common schema of two parents, and 2) complete the solution with a construction heuristic. In these heuristic operators, the first step is a form of selection. This commonality-based form of selection has been isolated in GENIE. Using random parent selection and a non-elitist generational replacement scheme, GENIE does not include fitness-based selection. However, a theoretical analysis shows that ideal construction heuristics in GENIE can potentially converge to optimal solutions. Experimentally, results show that the effectiveness of practical construction heuristics can be amplified by commonality-based restarts. Overall, it is shown that the commonality hypothesis is valid--schemata common to above-average solutions are indeed above average. Since common schemata can only be identified by multi-parent operators, commonality-based selection is a unique advantage that crossover can enjoy over mutation." @default.
- W1584798321 created "2016-06-24" @default.
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- W1584798321 date "1999-07-13" @default.
- W1584798321 modified "2023-09-25" @default.
- W1584798321 title "Introducing a new advantage of crossover: commonality-based selection" @default.
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