| Presentation | 2003/9/8 Time Series Data Pattern Classification using Fuzzy Membership Functions and Support Vector Machines : KOSPI 200 : Korea Composite Stock Price Index 200 Sooyong Lee, Euree Paik, Yillbyng Lee, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | SVM (Support Vector Machine) is a binary classifier proposed by Vapnik. SVM has proven performance in various application fields by minimizing misclassification based on mathematical theories. Recently, FSVM that applies Fuzzy membership function to SVM has been proposed. In this study, it is proven that FSVM (polynomial kernel) has reduced learning time better than SVM when fuzzy membership functions of FSVM have been expanded from 2-dimension to bigger than 3 dimension. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Fuzzy membership function / SVM / Fuzzy Support Vector Machine / KOSPI 200 / Pattern Classification / Stock Index prediction / Learning Time Reduction |
| Paper # | AI2003-50 |
| 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) | Time Series Data Pattern Classification using Fuzzy Membership Functions and Support Vector Machines : KOSPI 200 : Korea Composite Stock Price Index 200 |
| Sub Title (in English) | |
| Keyword(1) | Fuzzy membership function |
| Keyword(2) | SVM |
| Keyword(3) | Fuzzy Support Vector Machine |
| Keyword(4) | KOSPI 200 |
| Keyword(5) | Pattern Classification |
| Keyword(6) | Stock Index prediction |
| Keyword(7) | Learning Time Reduction |
| 1st Author's Name | Sooyong Lee |
| 1st Author's Affiliation | Dept. of Computer Science, Yonsei University() |
| 2nd Author's Name | Euree Paik |
| 2nd Author's Affiliation | Dept. of Economics, London School of Economics and Political Science:Division of and Information Engineering, and of BERC, Yonsei University |
| 3rd Author's Name | Yillbyng Lee |
| 3rd Author's Affiliation | Dept. of Economics, London School of Economics and Political Science:Division of and Information Engineering, and of BERC, Yonsei University |
| Date | 2003/9/8 |
| Paper # | AI2003-50 |
| Volume (vol) | vol.103 |
| Number (no) | 305 |
| Page | pp.pp.- |
| #Pages | 3 |
| Date of Issue | |