| Presentation | 2018-07-02 Effect of Flactuation of Training Data on Prediction Performance Sachio Hirokawa, Koji Okamura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | By applying machine learning to the case of spam, a spam identification model can be created. On the other hand, the attacker can attack different patterns by estimating the model of the defender from the spam filter case. In this research, we thought that the defending side could slightly change the model, thereby reducing the prediction performance of the attacking side. As a preliminary experiment, we evaluated how much the discrimination performance would be decreased when one positive instance in the trainning data were changed to negative. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Adversarial Machine Learning / Flactuation of Training Data / Prediction Performance |
| Paper # | AI2018-3 |
| Date of Issue | 2018-06-25 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2018/7/2(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tsunenori Mine(Kyushu Univ.) |
| Vice Chair | Daisuke Katagami(Tokyo Polytechnic Univ.) / Naoki Fukuta(Shizuoka Univ.) |
| Secretary | Daisuke Katagami(Ritsumeikan Univ.) / Naoki Fukuta(Univ. of Electro-Comm.) |
| Assistant | Yuko Sakurai(AIST) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Effect of Flactuation of Training Data on Prediction Performance |
| Sub Title (in English) | |
| Keyword(1) | Adversarial Machine Learning |
| Keyword(2) | Flactuation of Training Data |
| Keyword(3) | Prediction Performance |
| 1st Author's Name | Sachio Hirokawa |
| 1st Author's Affiliation | Kyushu University(Kyushu Univ.) |
| 2nd Author's Name | Koji Okamura |
| 2nd Author's Affiliation | Kyushu University(Kyushu Univ.) |
| Date | 2018-07-02 |
| Paper # | AI2018-3 |
| Volume (vol) | vol.118 |
| Number (no) | AI-116 |
| Page | pp.pp.11-14(AI), |
| #Pages | 4 |
| Date of Issue | 2018-06-25 (AI) |