| Presentation | 2003/9/8 Investigation of Rule Interestingness in Medical Data Mining Miho OHSAKI, Yoshinori SATO, Shinya KITAGUCHI, Hideto YOKOI, Takahira YAMAGUCHI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This research experimentally investigates the performance of conventional rule interestingness measures and discusses their availability to supporting KDD through system-human interaction. We compared the evaluation results by a medical expert and that by several selected measures for the rules discovered from the medical test data on chronic hepatitis. The measure on antecedent-consequent dependency using all instances showed the highest performance, and ones on the both of dependency and generality the lowest under this experimental condition. The whole trend of the experimental results indicated that the measures detected really interesting rules at a certain level and offered us the rough guideline to apply them to system-human interaction. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Medical Data Mining / Time Series / Rule Interestingness / System-Human Interaction / Chronic Hepatitis |
| Paper # | AI2003-44 |
| Date of Issue |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2003/9/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Investigation of Rule Interestingness in Medical Data Mining |
| Sub Title (in English) | |
| Keyword(1) | Medical Data Mining |
| Keyword(2) | Time Series |
| Keyword(3) | Rule Interestingness |
| Keyword(4) | System-Human Interaction |
| Keyword(5) | Chronic Hepatitis |
| 1st Author's Name | Miho OHSAKI |
| 1st Author's Affiliation | Faculty of Information, Shizuoka University:Graduate School of Information, Sizuoka University() |
| 2nd Author's Name | Yoshinori SATO |
| 2nd Author's Affiliation | Faculty of Information, Shizuoka University:Graduate School of Information, Sizuoka University |
| 3rd Author's Name | Shinya KITAGUCHI |
| 3rd Author's Affiliation | Faculty of Information, Shizuoka University:Graduate School of Information, Sizuoka University |
| 4th Author's Name | Hideto YOKOI |
| 4th Author's Affiliation | Department of Medical Informatics, Chiba University Hospital |
| 5th Author's Name | Takahira YAMAGUCHI |
| 5th Author's Affiliation | Faculty of Information, Shizuoka University:Graduate School of Information, Sizuoka University |
| Date | 2003/9/8 |
| Paper # | AI2003-44 |
| Volume (vol) | vol.103 |
| Number (no) | 305 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |