| Presentation | 2004/3/9 A Kernel-based Account of Bibliometric Measures Takahiko ITO, Masashi SHINBO, Taku KUDO, Yuji MATSUMOTO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We explore the application of kernel methods to citation analysis. We show that a family of kernels on graphs provides a unified perspective on the three bibliometric measures that have been discussed independently: relatedness between documents, overall importance of individual documents, and importance of documents relative to one or more (root) documents (relative importance). The framework provided by the kernels establishes relative importance as an intermediate between relatedness and overall importance, in which the degree of 'relativity,' or the bias between relatedness and importance, is naturally controlled by a parameter characterizing the kernel family. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Kernel Methods / Link Analysis / Citation Analysis / Bibliometrics |
| Paper # | AI2003-96 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2004/3/9(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) | A Kernel-based Account of Bibliometric Measures |
| Sub Title (in English) | |
| Keyword(1) | Kernel Methods |
| Keyword(2) | Link Analysis |
| Keyword(3) | Citation Analysis |
| Keyword(4) | Bibliometrics |
| 1st Author's Name | Takahiko ITO |
| 1st Author's Affiliation | Graduate School of Information Science, Nara Institute of Science and Technology() |
| 2nd Author's Name | Masashi SHINBO |
| 2nd Author's Affiliation | Graduate School of Information Science, Nara Institute of Science and Technology |
| 3rd Author's Name | Taku KUDO |
| 3rd Author's Affiliation | Graduate School of Information Science, Nara Institute of Science and Technology |
| 4th Author's Name | Yuji MATSUMOTO |
| 4th Author's Affiliation | Graduate School of Information Science, Nara Institute of Science and Technology |
| Date | 2004/3/9 |
| Paper # | AI2003-96 |
| Volume (vol) | vol.103 |
| Number (no) | 725 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |