Evolutionary Computation and Metaheuristics
نویسندگان
چکیده
منابع مشابه
Evolutionary Computation
This chapter addresses the integration of knowledge discovery in databases (KDD) and evolutionary algorithms (EAs), particularly genetic algorithms and genetic programming. First we provide a brief overview of EAs. Then the remaining text is divided into three parts. Section 2 discusses the use of EAs for KDD. The emphasis is on the use of EAs in attribute selection and in the optimization of p...
متن کاملEvolutionary computation.
Evolution does not require DNA, or even living organisms. In computer science, the field known as 'evolutionary computation' uses evolution as an algorithmic tool, implementing random variation, reproduction and selection by altering and moving data within a computer. This harnesses the power of evolution as an alternative to the more traditional ways to design software or hardware. Research in...
متن کاملEvolutionary Computation
Evolutionary Computation is a general term for a group of techniques which solve complex problems quickly and efficiently by using principles derived from biological evolution and genetics. The two most prominent methods are genetic algorithms and genetic programming. The classic references are Holland (1975) for genetic algorithms (GAs) and Koza (1992) for genetic programming (GPs). Fundamenta...
متن کاملWhy Evolutionary Computation? A1.2 Possible applications of evolutionary computation
This section describes some of the applications to which evolutionary computation has been applied. Applications are divided into the areas of planning, design, simulation and identification, control, and classification.
متن کاملEvolutionary Computation: The Background A2.3 A history of evolutionary computation
This section presents a brief but comprehensive summary of the history of evolutionary computation, starting with the ground-breaking work of the 1950s, tracing the rise and development of the three primary forms of evolutionary algorithms (evolution strategies, evolutionary programming and genetic algorithms), and concluding with the present time, in which a more unified view of the field is e...
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ژورنال
عنوان ژورنال: IEEJ Transactions on Electronics, Information and Systems
سال: 2002
ISSN: 0385-4221,1348-8155
DOI: 10.1541/ieejeiss1987.122.3_320