ASIA unversity:Item 310904400/4688
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    题名: A parallel concept learning algorithm based upon version space strategy
    作者: T. P. Hong;S. S. Tseng
    贡献者: Department of Information Science and Applications
    日期: 1994
    上传时间: 2009-11-30 16:03:07 (UTC+8)
    出版者: Asia University
    摘要: Applies the technique of parallel processing to concept learning. A parallel version-space learning algorithm based upon the principle of divide-and-conquer is proposed. Its time complexity is analyzed to be O(k log2n) with n processors, where n is the number of given training instances and k is a coefficient depending on the application domains. For a bounded number of processors in real situations, a modified parallel learning algorithm is then proposed. Experimental results are then performed on a real learning problem, showing that our parallel learning algorithm works, and being quite consistent with the results of theoretical analysis. We conclude that when the number of training instances is large, it is worth learning in parallel because of its faster execution
    關聯: IEEE Transactions on Knowledge and Data Engineering 6(6):857-867
    显示于类别:[行動商務與多媒體應用學系] 期刊論文


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