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Use of Social Media/Microblogging Platform along with GIS for Mapping Disaster

机译:使用社交媒体/微博平台以及GIS进行映射灾难

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Twitter is a vast store of textual data that can be helpful in determining disaster related crisis. In this research the aim is to implement a system that can acquire tweets from Twitter using the keyword `earthquake' and determine the disaster location soon after the disaster. For prefiltering the tweets, a statistical approach has been developed. For determining out of context tweets a fuzzy matching approach has been used. To further categorize those tweets as relevant and irrelevant, Multinomial Na?ve Bayes classifier has been used. Relevant tweets were further analyzed to determine probable location of the disaster using a clustering-based approach. After obtaining the probable location of the disaster; it is then visualized on map.
机译:Twitter是一家庞大的文本数据存储,可以有助于确定灾害相关的危机。在这项研究中,目的是实施一个系统,可以使用关键字“地震”从Twitter获取推文,并在灾难发生后不久确定灾区。为了预热推文,已经开发了一种统计方法。为了确定超出上下文推文已经使用了模糊匹配方法。为了进一步将这些推文进行相关和无关,已经使用了多项式NA澳门贝叶斯分类器。进一步分析相关推文以使用基于聚类的方法来确定灾难的可能位置。获得灾难可能的可能位置后;然后在地图上可视化它。

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