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Acronyms that contain the term evolutionary algorithm
What does evolutionary algorithm mean? This page is about the various possible meanings of the acronym, abbreviation, shorthand or slang term: evolutionary algorithm.
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Quantum-inspired Evolutionary Algorithm
Window Growth Evolutionary Algorithm
Classic Evolutionary Algorithm
Quantum Inspired Evolutionary Algorithm
Distributed Evolutionary Algorithm in Python
Evolutionary Algorithm in Python
Grand Deluge Evolutionary Algorithm
Genetic Diversity Evolutionary Algorithm
Asynchronous Parallel Evolutionary Modeling Algorithm
What does evolutionary algorithm mean?
- Evolutionary algorithm
- In artificial intelligence (AI), an evolutionary algorithm (EA) is a subset of evolutionary computation, a generic population-based metaheuristic optimization algorithm. An EA uses mechanisms inspired by biological evolution, such as reproduction, mutation, recombination, and selection. Candidate solutions to the optimization problem play the role of individuals in a population, and the fitness function determines the quality of the solutions (see also loss function). Evolution of the population then takes place after the repeated application of the above operators. Evolutionary algorithms often perform well approximating solutions to all types of problems because they ideally do not make any assumption about the underlying fitness landscape. Techniques from evolutionary algorithms applied to the modeling of biological evolution are generally limited to explorations of microevolutionary processes and planning models based upon cellular processes. In most real applications of EAs, computational complexity is a prohibiting factor. In fact, this computational complexity is due to fitness function evaluation. Fitness approximation is one of the solutions to overcome this difficulty. However, seemingly simple EA can solve often complex problems; therefore, there may be no direct link between algorithm complexity and problem complexity.
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"evolutionary algorithm." Abbreviations.com. STANDS4 LLC, 2023. Web. 29 May 2023. <https://www.abbreviations.com/evolutionary%20algorithm>.
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