Web-Based Traffic Sentiment Analysis: Methods and Applications
文献类型：期刊论文
| 作者 | Cao, Jianping1; Zeng, Ke2; Wang, Hui1; Cheng, Jiajun1; Qiao, Fengcai1; Wen, Ding1; Gao, Yanqing3 |
| 刊名 | IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
 |
| 出版日期 | 2014-04-01 |
| 卷号 | 15期号:2页码:844-853 |
| 关键词 | Rule base sentiment analysis sentiment base Web-based |
| 英文摘要 | With the booming of social media, sentiment analysis has developed rapidly in recent years. However, only a few studies focused on the field of transportation, which failed to meet the stringent requirements of safety, efficiency, and information exchange of intelligent transportation systems (ITSs). We propose the traffic sentiment analysis (TSA) as a new tool to tackle this problem, which provides a new prospective for modern ITSs. Methods and models in TSA are proposed in this paper, and the advantages and disadvantages of rule- and learning-based approaches are analyzed based on web data. Practically, we applied the rule- based approach to deal with real problems, presented an architectural design, constructed related bases, demonstrated the process, and discussed the online data collection. Two cases were studied to demonstrate the efficiency of our method: the "yellow light rule" and "fuel price" in China. Our work will help the development of TSA and its applications. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology |
| 研究领域[WOS] | Engineering ; Transportation |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000334584800034 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3640]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
| 作者单位 | 1.Natl Univ Def Technol, Changsha 410073, Hunan, Peoples R China 2.Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China 3.Chinese Acad Sci, State Key Lab Intelligent Control & Management Co, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Cao, Jianping,Zeng, Ke,Wang, Hui,et al. Web-Based Traffic Sentiment Analysis: Methods and Applications[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2014,15(2):844-853. |
| APA | Cao, Jianping.,Zeng, Ke.,Wang, Hui.,Cheng, Jiajun.,Qiao, Fengcai.,...&Gao, Yanqing.(2014).Web-Based Traffic Sentiment Analysis: Methods and Applications.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,15(2),844-853. |
| MLA | Cao, Jianping,et al."Web-Based Traffic Sentiment Analysis: Methods and Applications".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 15.2(2014):844-853. |
入库方式： OAI收割
来源：自动化研究所
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