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Books > Computing & IT > Applications of computing > Artificial intelligence
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Evolutionary Algorithms (Paperback, Softcover reprint of the original 1st ed. 1999)
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Evolutionary Algorithms (Paperback, Softcover reprint of the original 1st ed. 1999)
Series: The IMA Volumes in Mathematics and its Applications, 111
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The IMA Workshop on Evolutionary Algorithms brought together many
of the top researchers in the area of Evolutionary Computation for
a week of intensive interaction. The field of Evolutionary
Computation has developed significantly over the past 30 years and
today consists of a variety of subfields such as genetic
algorithms, evolution strategies, evolutionary programming, and
genetic programming, each with its own algorithmic perspectives and
goals. The workshop did a great deal to clarify the current state
of the theory of Evolutionary Algorithms. The existing theory might
be characterized as deriving from two principal approaches. There
is a high level macro-theory that looks at the processing of
building blocks and schemata that are shared by many good solutions
when searching a problem space. There is also a low level
micro-theory that builds exact Markov models of the search process.
It is sometimes hard for researchers working at such different
levels of abstraction to interact. The IMA workshop allowed
researchers working at these different levels to present their
points of view and to move toward common ground.There was real
progress in communication between theorists and practitioners in
the evolutionary computation field. Speakers presented applications
across a wide range of problem areas. In some of those cases,
theoretically motivated methods work quite well. In other cases,
practitioners used domain-based methods to obtain better
performance than could be achieved by using a pure evolutionary
algorithm. Individuals on both sides went away with a better
appreciation of the successes and failures of current theory.
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