Reexamination of CBR Hypothesis
文献类型：会议论文
| 作者 | Zhou XF(周习锋); Shi ZL(史泽林) ; Zhao HC(赵怀慈)
|
| 出版日期 | 2010 |
| 会议名称 | 18th International Conference on Case-Based Reasoning |
| 会议日期 | July 19-22, 2010 |
| 会议地点 | Alessandria, ITALY |
| 页码 | 332-345 |
| 中文摘要 | Most of the recent literature on complexity measures in textual case-based reasoning examined alignment between problem space and solution space, which used to be an issue of formulating CBR hypothesis. However, none of existing complexity measures could dispel the specter of predefined class label that does not appear in public textual datasets available, or clarify the correctness of the proposed solutions in the retrieved cases most similar to a target problem. This paper presented a novel alignment measure to circumvent these difficulties by calculating rank correlation between most similar case rankings in problem space and most similar case rankings in solution space. We also examined how to utilize existing alignment measures for textual case retrieval and textual case base maintenance. Empirical evaluation on Aviation Investigation Reports from Transportation Safety Board of Canada showed that rank correlation alignment measure might become a promising method for case-based non-classification systems. |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 1 |
| 会议主办者 | Fondazione Cassa Risparmio Torino, Empolis, Italian Assoc Artificial Intelligence, Univ Piemonte Orientale A Avogadro, City Alessandria |
| 会议录 | CASE-BASED REASONING RESEARCH AND DEVELOPMENT, 18TH INTERNATIONAL CONFERENCE ON CASE-BASED REASONING, ICCBR 2010
 |
| 会议录出版者 | SPRINGER-VERLAG BERLIN |
| 会议录出版地 | BERLIN |
| 语种 | 英语 |
| ISSN号 | 0302-9743 |
| ISBN号 | 978-3-642-14273-4 |
| WOS记录号 | WOS:000289109000025 |
| 源URL | [http://ir.sia.cn/handle/173321/8014]  |
| 专题 | 沈阳自动化研究所_光电信息技术研究室 |
| 推荐引用方式 GB/T 7714 | Zhou XF,Shi ZL,Zhao HC. Reexamination of CBR Hypothesis[C]. 见:18th International Conference on Case-Based Reasoning. Alessandria, ITALY. July 19-22, 2010. |
入库方式： OAI收割
来源：沈阳自动化研究所
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