| Presentation | 2021-03-04 Detection of Users Spreading Fake News Using Graph Neural Network Soh Yoshida, Hayato Matsumoto, Mitsuji Muneyasu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Social media has become one of the primary news sources for people around the world. However, there is an increased risk of fake news written intentionally to mislead readers, making credibility questionable. This paper investigates a user detection method for spreading fake news using a graph neural network. Recent studies have reported that fake news and real news have different propagation patterns on social media. Unlike conventional style-based detection methods, the proposed method extracts propagation-based features using deep neural networks and applies them to train fake news detectors. The effectiveness of the proposed feature is confirmed by comparison experiments using various detectors. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Fake news / Graph neural network |
| Paper # | SIS2020-48 |
| Date of Issue | 2021-02-25 (SIS) |
| Conference Information | |
| Committee | SIS |
|---|---|
| Conference Date | 2021/3/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Soft Computing, etc. |
| Chair | Noriaki Suetake(Yamaguchi Univ.) |
| Vice Chair | Tomoaki Kimura(Kanagawa Inst. of Tech.) / Naoto Sasaoka(Tottori Univ.) |
| Secretary | Tomoaki Kimura(Kindai Univ.) / Naoto Sasaoka(National Inst. of Tech., Ube College) |
| Assistant | Yukihiro Bandoh(NTT) / Soh Yoshida(Kansai Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Detection of Users Spreading Fake News Using Graph Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Fake news |
| Keyword(2) | Graph neural network |
| 1st Author's Name | Soh Yoshida |
| 1st Author's Affiliation | Kansai University(Kansai Univ.) |
| 2nd Author's Name | Hayato Matsumoto |
| 2nd Author's Affiliation | Kansai University(Kansai Univ.) |
| 3rd Author's Name | Mitsuji Muneyasu |
| 3rd Author's Affiliation | Kansai University(Kansai Univ.) |
| Date | 2021-03-04 |
| Paper # | SIS2020-48 |
| Volume (vol) | vol.120 |
| Number (no) | SIS-415 |
| Page | pp.pp.71-76(SIS), |
| #Pages | 6 |
| Date of Issue | 2021-02-25 (SIS) |