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Automated Content Analysis×Sentiment Analysis in Communication×
분야CommunicationCommunication
계열Process / pipelineProcess / pipeline
기원 연도20132010
창시자Justin Grimmer & Brandon Stewart (synthesis)Adapted into communication research from NLP / opinion mining
유형Computational pipeline for measuring features of large text corporaAutomated classification of message valence/tone
원전Grimmer, J., & Stewart, B. M. (2013). Text as data: The promise and pitfalls of automatic content analysis methods for political texts. Political Analysis, 21(3), 267–297. DOI ↗Tausczik, Y. R., & Pennebaker, J. W. (2010). The psychological meaning of words: LIWC and computerized text analysis methods. Journal of Language and Social Psychology, 29(1), 24–54. DOI ↗
별칭Computational content analysis, Text-as-data analysis, Automated text analysis, Otomatik İçerik AnaliziOpinion mining in communication, Tone analysis, Media sentiment analysis, İletişimde Duygu Analizi
관련45
요약Automated content analysis is the computational measurement of text features at a scale impossible by hand, using natural-language processing and machine learning to classify, scale, or discover the content of large corpora. Synthesized for the social sciences by Grimmer and Stewart's 2013 'Text as Data,' it spans supervised classification, unsupervised discovery, and scaling, all unified by the principle that automated methods augment but do not replace careful human judgment and validation.Sentiment analysis is the automated estimation of the valence — positive, negative, or neutral tone — of communication messages, adapted from natural-language processing into a core measurement technique for media and communication research. It lets scholars quantify the tone of news coverage, the affect of social-media discourse, or audience reactions across corpora far too large for hand coding, while treating tone as a measurable, validatable construct.
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