Real-Time Detection of Traffic From Twitter Stream Analysis
Journal: International Journal of Engineering and Techniques (Vol.3, No. 1)Publication Date: 2017-01-01
Authors : Ramiz Shaikh Sameer Shinde Vaibhav Pawar;
Page : 10-14
Keywords : Social media; Traffic detection; Text mining; Privacy; Service oriented architecture (SOA); machine learning; Twitter/social media’s stream analysis.;
Abstract
Social networking sites are source of information for event detection, with specific reference of the road traffic activity blockage and accidents or earth-quack sensing system. During this paper, we have a tendency to present a time period observation system supposed for traffic occasion detection coming back from social media stream analysis. The system fetches tweets coming back from social media/network as per a many search criteria; ways tweets/posts, by applying matter content mining methods; last however not least works the classification of social networks posts. The goal is to assign appropriate category packaging to each posts, as a result of connected with Associate in Nursing activity of traffic event or maybe not. The traffic recognition system or framework was utilized for time period observation of varied areas of the road network, taking into consideration detection of traffic occasions simply virtually in actual time, frequently before on-line traffic news sites. All people utilized the support vector machine sort of a classification unit; what is more, we tend to accomplish a good accuracy price of 95.76% by making an attempt a binary classification problem. All people were conjointly capable to discriminate if traffic is triggered by Associate in nursing external celebration or not, by partitioning a multi category classification issue and getting accuracy price of 88.89.
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Last modified: 2018-05-19 14:14:57