期刊論文
| 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 | en |
| ISSN | 1872-7409 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 | 否 |
| 國別 | NLD |
| 公開徵稿 | |
| 出版型式 | ,電子版,紙本 |
| 相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/92498 ) |