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YZ Sözlüğü

Yapay Zekanın tam sözlüğü

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23.060
terimler
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terimler

Crossover Operator

Genetic operation that combines the genetic material of two parents to create one or more offspring, promoting the propagation of advantageous characteristics.

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Mutation Operator

Random modification of an individual's genome that introduces genetic diversity into the population, allowing to avoid local optima.

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Fitness Function

Evaluation function that quantifies the quality or adaptability of a candidate solution with respect to the objective to optimize.

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Ant Colony Algorithms

Metaheuristic inspired by the behavior of ants that find optimal paths through the deposition and tracking of pheromones.

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Evolution Strategies

Evolutionary paradigm using self-adaptive mutation as the main operator, particularly effective for continuous optimization.

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Memetic Algorithms

Hybridization of evolutionary algorithms with local search techniques to accelerate convergence towards optimal solutions.

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Evolutionary Niching

Technique preserving solution diversity by maintaining subpopulations in different ecological niches of the search space.

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Adaptive Landscape

Multidimensional representation of the fitness function where each point corresponds to a solution and its height to its evaluative quality.

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Selective Pressure

Intensity with which natural selection favors the most adapted individuals, influencing the algorithm's convergence speed.

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Genetic Drift

Stochastic phenomenon where allele frequencies change randomly in a population, potentially leading to a loss of genetic diversity.

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Gray Code

Binary coding system where two successive values differ by only one bit, optimizing mutations in genetic algorithms.

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Multi-objective Evolutionary Algorithm

Extension of evolutionary algorithms that simultaneously optimizes several conflicting objectives to find a set of Pareto-optimal solutions.

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Holland's Schema

Theory describing how building blocks (schemas) of partial solutions are combined and propagated through generations in genetic algorithms.

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