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A scatter-search-based learning algorithm for neural network training |
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| Authors: | James P Kelly Balasubramanian Rangaswamy Jiefeng Xu |
| Institution: | (1) Graduate School of Business, University of Colorado at Boulder, 80309-0419 Boulder, CO;(2) Graduate School of Business, University of Colorado at Boulder, 80309-0419 Boulder, CO;(3) Graduate School of Business, University of Colorado at Boulder, 80309-0419 Boulder, CO |
| Abstract: | In this article, we propose a new scatter-search-based learning algorithm to train feed-forward neural networks. The algorithm also incorporates elements of tabu search. We describe the elements of the new approach and test the new learning algorithm on a series of classification problems. The test results demonstrate that the algorithm is significantly superior to several implementations of back-propagation. |
| Keywords: | artificial neural networks scatter search tabu search learning algorithms heuristic search |
| 本文献已被 SpringerLink 等数据库收录！ | |