Name
Abstract | ||
|---|---|---|
This paper aims to take detection of hidden astroturfing based on emotion analysis. We propose a hidden astroturfing detection method which combines emotion analysis and unfair rating detection together. This approach contains five functional modules as: a data crawling module, pre-processing module, bag-of-word establishment module, emotion mining and analysis module and matching module. We give ROC curve (AUC) to evaluate the approach proposed in this paper. The results show that this method can realize the detection of implicit astroturfing under the prerequisite of improving the emotion classification accuracy. Our work discovers and studies a new hidden astroturfing characteristic, and construct a corpus manually for text emotion classification that establish a basis for our future research. |
Year | DOI | Venue |
|---|---|---|
2017 | 10.1007/978-3-319-63558-3_5 | Lecture Notes in Artificial Intelligence |
Keywords | Field | DocType |
Astroturfing detection,Emotion analysis,Algorithm | Crawling,Computer science,Emotion classification,Artificial intelligence,Machine learning | Conference |
Volume | ISSN | Citations |
10412 | 0302-9743 | 0 |
PageRank | References | Authors |
0.34 | 10 | 9 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Tong Chen | 1 | 70 | 13.20 |
| Noora Hashim Alallaq | 2 | 0 | 0.34 |
| Wenjia Niu | 3 | 178 | 30.33 |
| Yingdi Wang | 4 | 0 | 0.68 |
| XiaoXuan Bai | 5 | 0 | 1.01 |
| Jingjing Liu | 6 | 515 | 39.31 |
| Yingxiao Xiang | 7 | 3 | 3.87 |
| Tong Wu | 8 | 1 | 1.36 |
| Jiqiang Liu | 9 | 315 | 52.31 |