教師資料查詢 | 類別: 期刊論文 | 教師: 蔣璿東 Chiang Ding-an (瀏覽個人網頁)

標題:Improving the Performance of Association Classifiers by Rule Prioritization
學年101
學期1
出版(發表)日期2012/12/01
作品名稱Improving the Performance of Association Classifiers by Rule Prioritization
作品名稱(其他語言)
著者Chen, Chun-Hao; Chiang, Rui-Dong; Lee, Cho-Ming; Chen, Chih-Yang
單位淡江大學資訊工程學系
出版者Amsterdam: Elsevier BV
著錄名稱、卷期、頁數Knowledge-Based Systems 36, pp.59–67
摘要Numerous associative classification algorithms have been proposed but none considers the rule dependence problem, which directly influences the classification accuracy. Since finding the optimal execution order of class association rules (CARs) is a combinatorial problem, this study proposes a polynomial-time algorithm that re-ranks the execution order of CARs by rule priority to reduce the influence of rule dependence. The classification accuracy and recall rate of the associative classification algorithm are thus improved. The experimental results show that the proposed association classifier yields better classification results than those of an association classifier that does not consider rule dependence.
關鍵字Associative classification algorithm; Association rule; Ranking; Rule prioritization; Rule dependence
語言英文
ISSN1872-7409;0950-7051
期刊性質國外
收錄於SCI;
產學合作
通訊作者Chen, Chun-Hao
審稿制度
國別荷蘭
公開徵稿
出版型式,電子版,紙本
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