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Determining Tone of a Body of Text
In: Senior Projects Spring 2020 (2020)
Abstract: We will be looking into emotion detection and manipulation within a body of text based off of Robert Plutchik’s basic emotions. This project encompasses building probabilistic and lexical models, full-stack web development, and dataset creation and application. We will build our models off of Latent Dirichlet Allocation—a grouping model common in natural language processing (nlp) and lexicons compiled through crowdsourcing. User testing is undergone as a means of measuring the effectiveness of our models. We discuss the application of concepts and technologies including MongoDB, REST APIs, containerization, IaaS, and web frontends.
Keyword: Computational Linguistics; Computer and Systems Architecture; Data Storage Systems; emotion; full stack; lda; lexicon; nlp; Other Applied Mathematics; web development
URL: https://digitalcommons.bard.edu/cgi/viewcontent.cgi?article=1138&context=senproj_s2020
https://digitalcommons.bard.edu/senproj_s2020/304
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