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» Diversity in Multipopulation Genetic Programming
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GECCO
2004
Springer
140views Optimization» more  GECCO 2004»
14 years 1 months ago
Keeping the Diversity with Small Populations Using Logic-Based Genetic Programming
We present a new method of Logic-Based Genetic Programming (LBGP). Using the intrinsic mechanism of backtracking in Prolog, we utilize large individual programs with redundant clau...
Ken Taniguchi, Takao Terano
MDAI
2005
Springer
14 years 1 months ago
Cancer Prediction Using Diversity-Based Ensemble Genetic Programming
Combining a set of classifiers has often been exploited to improve the classification performance. Accurate as well as diverse base classifiers are prerequisite to construct a good...
Jin-Hyuk Hong, Sung-Bae Cho
CEC
2009
IEEE
13 years 11 months ago
Using genetic programming to obtain implicit diversity
—When performing predictive data mining, the use of ensembles is known to increase prediction accuracy, compared to single models. To obtain this higher accuracy, ensembles shoul...
Ulf Johansson, Cecilia Sönströd, Tuve L&...
GECCO
2008
Springer
109views Optimization» more  GECCO 2008»
13 years 8 months ago
Fine-grained population diversity estimation for genetic programming based structure identification
Stephan M. Winkler, Michael Affenzeller, Stefan Wa...
GECCO
2007
Springer
195views Optimization» more  GECCO 2007»
13 years 11 months ago
Diverse committees vote for dependable profits
Stock selection for hedge fund portfolios is a challenging problem for Genetic Programming (GP) because the markets (the environment in which the GP solution must survive) are dyn...
Wei Yan, Christopher D. Clack