| Presentation | 2018-06-15 A Note on Ransomeware Detection using Support Vector Machines Yuuki Takeuchi, Kazuya Sakai, Satoshi Fukumoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, the damage of Ransomware has spread around the world.Ransomware is malware that requires users to pay money as a hostage by the decryption key after encrypting user files or locking computer system.Machine learnig that uses API calls as a feature is used for a detection method of ransomware.In the previous research, the log is represented by vectors focusing on whether the API call is in the log for all API calls, or not.In this paper, however, logs are represented by vectors with how many times the API call in the log for all API calls.Then, we show that this method improving detection ability. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | ransomware / machine learning / support vector machine |
| Paper # | CPSY2018-10,DC2018-10 |
| Date of Issue | 2018-06-07 (CPSY, DC) |
| Conference Information | |
| Committee | CPSY / DC / IPSJ-ARC |
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| Conference Date | 2018/6/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Takamiya Rurikura Resort |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Dependable Computing Systems, etc. (HotSPA2018) |
| Chair | Koji Nakano(Hiroshima Univ.) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Masahiro Goshima(NII) |
| Vice Chair | Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Hiroshi Takahashi(Ehime Univ.) |
| Secretary | Hidetsugu Irie(Utsunomiya Univ.) / Takashi Miyoshi(Hokkaido Univ.) / Hiroshi Takahashi(Tokyo Inst. of Tech.) / (Nihon Univ.) |
| Assistant | Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Computer Systems / Technical Committee on Dependable Computing / Special Interest Group on System Architecture |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Note on Ransomeware Detection using Support Vector Machines |
| Sub Title (in English) | |
| Keyword(1) | ransomware |
| Keyword(2) | machine learning |
| Keyword(3) | support vector machine |
| 1st Author's Name | Yuuki Takeuchi |
| 1st Author's Affiliation | Tokyo Metropolitan University(Tokyo Metropolitan Univ.) |
| 2nd Author's Name | Kazuya Sakai |
| 2nd Author's Affiliation | Tokyo Metropolitan University(Tokyo Metropolitan Univ.) |
| 3rd Author's Name | Satoshi Fukumoto |
| 3rd Author's Affiliation | Tokyo Metropolitan University(Tokyo Metropolitan Univ.) |
| Date | 2018-06-15 |
| Paper # | CPSY2018-10,DC2018-10 |
| Volume (vol) | vol.118 |
| Number (no) | CPSY-92,DC-93 |
| Page | pp.pp.131-136(CPSY), pp.131-136(DC), |
| #Pages | 6 |
| Date of Issue | 2018-06-07 (CPSY, DC) |