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Web-Based Traffic Sentiment Analysis: Methods and Applications

delete2014-04-01
delete66
PRE
AI
C
Cao Jianping *
K
Ke Zeng
王
王辉 (Hui Wang)
J
Jiajun Cheng
F
Fengcai Qiao
W
Wen Ding
Y
Yanqing Gao
DOI:10.1109/TITS.2013.2291241delete
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摘要

摘要

En 中文
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.
Keyword:
Rule base
sentiment analysis
sentiment base
Web-based
AI总结

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对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

IEEE Transactions on Intelligent Transportation Systems 封面图
IEEE Transactions on Intelligent Transportation Systems
IF:
8.4
论文数:
9.7K
被引数:
6.3W

机构

X
xi'an jiaotong university
学者数:
9.3W
论文数: 6.7W
被引数: 75
N
national university of defense technology - china
学者数:
1.8W
论文数: 1.4W
被引数: 9
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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