Behavioral Facilitation Tweets with Basis Extraction

Yoshiki Yoneda, Yu Suzuki, Akiyo Nadamoto · 2019

There is much information that induces users to take some action on Twitter. In this study, we designate such tweets as behavioral facilitation tweets. There are a large number of behavioral facilitation tweets. In such behavioral facilitation tweets, there is some basis in it. We call such behavioral facilitation tweets as " behavioral facilitation tweets with basis". In this paper, we proposed the method which extracts behavioral facilitation tweets with basis. Our proposed method is that first we extract behavioral facilitation tweets using LSTM, and next we extract behavioral facilitation tweets with basis from them by rule-based. We propose two types of keywords which are general basis keywords and domain dependence keywords by our experiments. Furthermore, we conducted two types of experiments which measure our proposed extracting behavioral facilitation tweets using LSTM and extract behavioral facilitation tweets with basis from them by the rule are good or not. From the results, our proposed methods are good for extracting both behavioral facilitation tweets and behavioral facilitation tweets with basis.

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