Institute of Computing Technology, Chinese Academy IR
Rumor detection based on topic classification and multi-scale feature fusion | |
Tan,Li1; Ma,Zihao1; Cao,Juan2; Lv,Xinyue1 | |
2020-07-01 | |
发表期刊 | Journal of Physics: Conference Series |
ISSN | 1742-6588 |
卷号 | 1601期号:3 |
摘要 | Abstract In recent years, with the rapid development of Internet technology, the spread of network rumors has become one of the important obstacles to maintain the stable development of social networks and ensure the public security. Most of the existing researches focus on the detection of rumors in general fields, ignoring the differences among different fields. According to the characteristics of rumor in the health field, this paper proposes a rumor detection method based on topic classification and multi-scale fusion. Different methods are used to extract features from different sub datasets of different scales, taking into account the overall, inter topic, and intra subject correlation and differences, and then judge after feature fusion. The experimental results show that this method is better than the general detection method in the data set of health field, and has some improvement compared with the algorithm in the same field. |
DOI | 10.1088/1742-6596/1601/3/032032 |
语种 | 英语 |
WOS记录号 | IOP:1742-6588-1601-3-032032 |
出版者 | IOP Publishing |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/16142 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
作者单位 | 1.School of computer and information engineering, Beijing University of technology and industry, Beijing 100048 2.Institute of computing technology, Chinese Academy of Sciences, Beijing 100190 |
推荐引用方式 GB/T 7714 | Tan,Li,Ma,Zihao,Cao,Juan,et al. Rumor detection based on topic classification and multi-scale feature fusion[J]. Journal of Physics: Conference Series,2020,1601(3). |
APA | Tan,Li,Ma,Zihao,Cao,Juan,&Lv,Xinyue.(2020).Rumor detection based on topic classification and multi-scale feature fusion.Journal of Physics: Conference Series,1601(3). |
MLA | Tan,Li,et al."Rumor detection based on topic classification and multi-scale feature fusion".Journal of Physics: Conference Series 1601.3(2020). |
条目包含的文件 | 条目无相关文件。 |
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