| Presentation | 2015-03-04 Estimation of Vulnerability Score based on Annual Analysis with Supervised Latent Dirichlet Allocation Yasuhiro YAMAMOTO, Daisuke MIYAMOTO, Masaya NAKAYAMA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This research purpose is to determine technical scores of vulnerability by using machine learning methods in order to evaluate vulnerability quickly, for not rated vulnerability information. Vulnerability information datasets utilized in this research are databases composed of vulnerability descriptions and vulnerability risk evaluations. High precision of score prediction was aimed by to make evaluated value calculated from recent year's data high, and to make evaluated value calculated from past year's data low, from validation results of machine learning in training data of each year's data. As a result, higher precision than the value by just utilizing supervised latent Dirichlet allocation, was gained in 12 categories out of 18 categories. This result could enable quick vulnerability evaluation by determining scores of vulnerability in machine learning methods. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Security / Vulnerability / SLDA / CVE / CVSS |
| Paper # | ICSS2014-79 |
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| Conference Information | |
| Committee | ICSS |
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| Conference Date | 2015/2/24(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 | Information and Communication System Security (ICSS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimation of Vulnerability Score based on Annual Analysis with Supervised Latent Dirichlet Allocation |
| Sub Title (in English) | |
| Keyword(1) | Security |
| Keyword(2) | Vulnerability |
| Keyword(3) | SLDA |
| Keyword(4) | CVE |
| Keyword(5) | CVSS |
| 1st Author's Name | Yasuhiro YAMAMOTO |
| 1st Author's Affiliation | () |
| 2nd Author's Name | Daisuke MIYAMOTO |
| 2nd Author's Affiliation | |
| 3rd Author's Name | Masaya NAKAYAMA |
| 3rd Author's Affiliation | |
| Date | 2015-03-04 |
| Paper # | ICSS2014-79 |
| Volume (vol) | vol.114 |
| Number (no) | 489 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |