| Presentation | 1997/11/13 A Symbolic-Statistical Modeling Language PRISM Yoshitaka KAMEYA, Taisuke SATO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Many statistical models are used in many application fields for an analysis of data which are uncertain, incomplete, or derived from highly complicated phenomena. This paper presets a symbolic-statistical modeling language PRISM and its programming system, which are theoretically based on distributional semantics and a learning algorithm for BS program. PRISM programming system is designed to be a tool for the integration of probability theory and logical reasoning by logic programs. Furthermore, it is equipped with a built-in learning mechanism for the parameters buried in a programs. Furthermore, it is equipped with a built-in learning mechanism for the parameters buried in a program. We explain a detail of PRISM programs which is an extension of BS programs, and their learning algorithm. Then an overview of the programming system is presented. Lastly, we take up a person's blood type genes by using his model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | statistical models / logic programs / distributional semantics / the EM algorithm |
| Paper # | AI97-33 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 1997/11/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | A Symbolic-Statistical Modeling Language PRISM |
| Sub Title (in English) | |
| Keyword(1) | statistical models |
| Keyword(2) | logic programs |
| Keyword(3) | distributional semantics |
| Keyword(4) | the EM algorithm |
| 1st Author's Name | Yoshitaka KAMEYA |
| 1st Author's Affiliation | Dept. of Computer Science, Tokyo Institute of Technology() |
| 2nd Author's Name | Taisuke SATO |
| 2nd Author's Affiliation | Dept. of Computer Science, Tokyo Institute of Technology |
| Date | 1997/11/13 |
| Paper # | AI97-33 |
| Volume (vol) | vol.97 |
| Number (no) | 373 |
| Page | pp.pp.- |
| #Pages | 8 |
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