| Presentation | 1998/1/22 Acquisition of a Minimal Instance-Base by Storing Most Prototypical Instances Yoshitaka Oosugi, Kuniaki Uehara, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In the field of instance-based reasoning, reducing storage cost and computational cost is an important problem. In this paper, we will introduce a new algorithm that constructs a minimal instance-base by storing the most prototypical instance for the classification task. In addition, a small number of near-boundary instances are stored into the instance-base. We empirically show that storage requirements are sharply reduced with small sacrifices in classification accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | case-based reasoning / concept learning / selecting instances / searching / backtracking |
| Paper # | AI97-59 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 1998/1/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Acquisition of a Minimal Instance-Base by Storing Most Prototypical Instances |
| Sub Title (in English) | |
| Keyword(1) | case-based reasoning |
| Keyword(2) | concept learning |
| Keyword(3) | selecting instances |
| Keyword(4) | searching |
| Keyword(5) | backtracking |
| 1st Author's Name | Yoshitaka Oosugi |
| 1st Author's Affiliation | Department of Computer and Systems Engineering, Faculty of Engineering, Kobe University() |
| 2nd Author's Name | Kuniaki Uehara |
| 2nd Author's Affiliation | Department of Computer and Systems Engineering, Faculty of Engineering, Kobe University:Research Center for Urban Safety and Security, Kobe University |
| Date | 1998/1/22 |
| Paper # | AI97-59 |
| Volume (vol) | vol.97 |
| Number (no) | 498 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |