Design and Implementation of a Case Mining System for Case Library Construction
碩士 === 輔仁大學 === 資訊工程學系 === 94 === Case-based reasoning systems use past experiences to solve new problems. The successfulness of the system depends on the completeness of case library. This work proposes a case library construction system by using data mining approach. The system contains two mod...
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ndltd-TW-094FJU003920252015-12-16T04:39:04Z http://ndltd.ncl.edu.tw/handle/39962128647172760176 Design and Implementation of a Case Mining System for Case Library Construction 案例探勘系統建構出完整案例庫的設計與實作 Yi-Hung Huang 黃曳弘 碩士 輔仁大學 資訊工程學系 94 Case-based reasoning systems use past experiences to solve new problems. The successfulness of the system depends on the completeness of case library. This work proposes a case library construction system by using data mining approach. The system contains two modules, namely, feature extractor and case miner. Feature extractor uses three fuzzy measurements to find the relevant features. Case miner uses genetic evolution algorithm in clustering work to discover the representative cases. Medical datasets are used in case library construction which include colon-rectum cancer dataset, new-thyroid dataset and breast cancer dataset. Finally, the system verifies completeness of case library by covering test and utilizing statistics. Chien-Chang Hsu 許見章 2006 學位論文 ; thesis 63 en_US |
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碩士 === 輔仁大學 === 資訊工程學系 === 94 === Case-based reasoning systems use past experiences to solve new problems. The successfulness of the system depends on the completeness of case library. This work proposes a case library construction system by using data mining approach. The system contains two modules, namely, feature extractor and case miner. Feature extractor uses three fuzzy measurements to find the relevant features. Case miner uses genetic evolution algorithm in clustering work to discover the representative cases. Medical datasets are used in case library construction which include colon-rectum cancer dataset, new-thyroid dataset and breast cancer dataset. Finally, the system verifies completeness of case library by covering test and utilizing statistics.
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Chien-Chang Hsu |
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Chien-Chang Hsu Yi-Hung Huang 黃曳弘 |
author |
Yi-Hung Huang 黃曳弘 |
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Yi-Hung Huang 黃曳弘 Design and Implementation of a Case Mining System for Case Library Construction |
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Yi-Hung Huang |
title |
Design and Implementation of a Case Mining System for Case Library Construction |
title_short |
Design and Implementation of a Case Mining System for Case Library Construction |
title_full |
Design and Implementation of a Case Mining System for Case Library Construction |
title_fullStr |
Design and Implementation of a Case Mining System for Case Library Construction |
title_full_unstemmed |
Design and Implementation of a Case Mining System for Case Library Construction |
title_sort |
design and implementation of a case mining system for case library construction |
publishDate |
2006 |
url |
http://ndltd.ncl.edu.tw/handle/39962128647172760176 |
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