Proceedings of the International AAAI Conference on Web and Social Media · 2021 · 950 citations · 23 references
Social SciencesData ScienceSociologyMedia StudiesSocial Media AnalyticsText AnalyticsAffective ComputingAffective State DetectionMoodOpinion MiningSentiment AnalysisSocial MediaCollective MoodEmotion DetectionPsychometric ModelingSentiment FeaturesSentiment MeasurementSocial Media SentimentTextual Sentiment AnalysisTweet Sentiment Analysis
The study proposes that large‑scale mood analysis can predict social and economic trends. The authors analyzed all tweets from the second half of 2008, extracted six daily mood dimensions with a psychometric instrument, and compared these mood vectors to a record of major events. They found that social, political, cultural, and economic events produce significant, immediate, and specific shifts in public mood.
We perform a sentiment analysis of all tweets published on the microblogging platform Twitter in the second half of 2008. We use a psychometric instrument to extract six mood states (tension, depression, anger, vigor, fatigue, confusion) from the aggregated Twitter content and compute a six-dimensional mood vector for each day in the timeline. We compare our results to a record of popular events gathered from media and sources. We find that events in the social, political, cultural and economic sphere do have a significant, immediate and highly specific effect on the various dimensions of public mood. We speculate that large scale analyses of mood can provide a solid platform to model collective emotive trends in terms of their predictive value with regards to existing social as well as economic indicators.
23
An algorithm for suffix stripping
Martin Porter · Program electronic library and information systems · 1980 · 8.1K citations
Twitter mood predicts the stock market
Johan Bollen, Huina Mao, Xiao‐Jun Zeng · Journal of Computational Science · 2011 · 5.1K citations · Full text
Predicting Elections with Twitter: What 140 Characters Reveal about Political Sentiment
Andranik Tumasjan, Timm O. Sprenger, Philipp Sandner et al. · Proceedings of the International AAAI Conference on Web and Social Media · 2010 · 2.7K citations · Full text
Social Sciences, Political Communication, Political Science +12
Akshay Java, Xiaodan Song, Tim Finin et al. · 2007 · 2.7K citations
Douglas M. McNair · Medical Entomology and Zoology · 1992 · 2.5K citations