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A new kind of science
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Dynamic Programming and Strong Bounds for the 0-1 Knapsack Problem
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The Wisdom of Crowds
Finding Unknown Interests Utilizing the Wisdom of Crowds in a Social Bookmark Service
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ISDA '08 Proceedings of the 2008 Eighth International Conference on Intelligent Systems Design and Applications - Volume 02
A Schema-Guiding Evolutionary Algorithm for 0-1 Knapsack Problem
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Constructing diverse classifier ensembles using artificial training examples
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
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CSE '09 Proceedings of the 2009 International Conference on Computational Science and Engineering - Volume 04
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Solving 0-1 knapsack problems via a hybrid differential evolution
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
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SAGA'09 Proceedings of the 5th international conference on Stochastic algorithms: foundations and applications
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CGAMES '11 Proceedings of the 2011 16th International Conference on Computer Games
IEEE Computational Intelligence Magazine
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UC'07 Proceedings of the 6th international conference on Unconventional Computation
International Journal of Computer Applications in Technology
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The paper describes a novel algorithm, inspired by the phenomenon of wisdom of crowds, for solving instances of NP-hard problems. The proposed approach achieves superior performance compared to the genetic algorithm-based approach and requires modest computational resources. On average, a 6%-9% improvement in quality of solutions has been observed.