Credit Assignment in Adaptive Evolutionary Algorithms

Details Credit Assignment in Adaptive Evolutionary Algorithms Credit Assignment in Adaptive Evolutionary Algorithms

2009-07-03

arxiv.org/abs/0907.0592v1

Genetic And Evolutionary Computation Conference, 2006

Computer Science

Neural and Evolutionary Computing

Scientific paper

10.1145/1143997.1144206

In this paper, a new method for assigning credit to search operators is presented. Starting with the principle of optimizing search bias, search operators are selected based on an ability to create solutions that are historically linked to future generations. Using a novel framework for defining performance measurements, distributing credit for performance, and the statistical interpretation of this credit, a new adaptive method is developed and shown to outperform a variety of adaptive and non-adaptive competitors.

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