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Dynastic Potential Crossover Operator
An optimal recombination operator for two parent solutions provides the best solution among those that take the value for each variable from one of the parents (gene transmission property). If the solutions are bit strings, ... -
Efficient Hill Climber for Constrained Pseudo-Boolean Optimization Problems
Chicano-García, José-Francisco; Whitley, L. Darrell; Tinós, Renato (2016-09-09)Efficient hill climbers have been recently proposed for single- and multi-objective pseudo-Boolean optimization problems. For $k$-bounded pseudo-Boolean functions where each variable appears in at most a constant number ... -
Efficient Hill Climber for Multi-Objective Pseudo-Boolean Optimization
Chicano-García, José-Francisco; Whitley, L. Darrell; Tinós, Renato (2016-04-06)Local search algorithms and iterated local search algorithms are a basic technique. Local search can be a stand-alone search method, but it can also be hybridized with evolutionary algorithms. Recently, it has been shown ... -
Enhancing partition crossover with articulation points analysis
Partition Crossover is a recombination operator for pseudo-Boolean optimization with the ability to explore an exponential number of solutions in linear or square time. It decomposes the objective function as a sum of ... -
Generalizing and Unifying Gray-box Combinatorial Optimization Operators.
Gray-box optimization leverages the information available about the mathematical structure of an optimization problem to design efficient search operators. Efficient hill climbers and crossover operators have been proposed ... -
NK Hybrid Genetic Algorithm for Clustering
The NK hybrid genetic algorithm for clustering is proposed in this paper. In order to evaluate the solutions, the hybrid algorithm uses the NK clustering validation criterion 2 (NKCV2). NKCV2 uses information about the ... -
Optimizing One Million Variable NK Landscapes by Hybridizing Deterministic Recombination and Local Search
In gray-box optimization, the search algorithms have access to the variable interaction graph (VIG) of the optimization problem. For Mk Landscapes (and NK Landscapes) we can use the VIG to identify an improving solution ... -
Quasi-Optimal Recombination Operator
The output of an optimal recombination operator for two parent solutions is a solution with the best possible value for the objective function among all the solutions fulfilling the gene transmission property: the value ...