Aspect Level Opinion Mining for Hotel Reviews in Myanmar Language

Cho Cho Hnin, Naw Naw, Aung Win
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引用次数: 5

Abstract

As social networks and online sites are growing rapidly, people can express their opinions in the form of comments and reviews. To analyze such opinionated reviews, the proposed system presents a linguistic approach to opinion mining. This system analyzes hotel user reviews written in Myanmar language and performs the opinion mining tasks at the aspect level. Finally, the system classifies the aspects/features contained in the reviews as positive, negative or neutral. The important task of aspect level opinion mining is identifying the relations between aspects and opinion words in the reviews. This detection is a big challenge because of informal writing styles of reviews. Especially, it is a difficult task of aspect level opinion mining on Myanmar reviews due to the nature of Myanmar language. Therefore, the proposed system mainly focuses on extracting the relevant pairs of aspects and opinion words from the user reviews using the syntactic patterns and some linguistic rules.
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缅甸语酒店评论的层面意见挖掘
随着社交网络和在线网站的迅速发展,人们可以通过评论和评论的形式表达自己的意见。为了分析这种固执己见的评论,该系统提出了一种语言方法来挖掘意见。该系统对缅甸语撰写的酒店用户评论进行分析,并在方面层面进行意见挖掘任务。最后,系统将评论中包含的方面/特征分为正面、负面或中性。方面级意见挖掘的重要任务是识别评论中方面与意见词之间的关系。这种检测是一个很大的挑战,因为评论的写作风格是非正式的。特别是由于缅甸语的特点,对缅甸评论进行方面层面的意见挖掘是一项艰巨的任务。因此,该系统主要利用句法模式和一些语言规则从用户评论中提取相关的方面和意见词对。
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Proceedings: 2018 IEEE International Conference on Agents (ICA) Identifying safety properties guaranteed in changed environment at runtime A Cyclical Social Learning Strategy for Robust Convention Emergence Copyright Efficient Task Allocation with Communication Delay Based on Reciprocal Teams
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