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Predicting Performance Problems Through Emotional Analysis (Short Paper)
Martins, Ricardo; Henriques, Pedro Rangel; Novais, Paulo. - : Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, 2018. : OASIcs - OpenAccess Series in Informatics. 7th Symposium on Languages, Applications and Technologies (SLATE 2018), 2018
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Predicting Performance Problems Through Emotional Analysis (Short Paper) ...
Martins, Ricardo; Almeida, José João; Henriques, Pedro Rangel. - : Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik GmbH, Wadern/Saarbruecken, Germany, 2018
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Predicting performance problems through emotional analysis
Martins, Ricardo; Almeida, José João; Henriques, Pedro Rangel; Novais, Paulo. - : Schloss Dagstuhl – Leibniz-Zentrum für Informatik GmbH, 2018
Abstract: In the cartoons, every time a character is nervous he/she begins to count to ten to keep calm. This is a technique, among hundreds, that helps to control the emotional state. However, what would be the impact if the emotions would not be controlled? Are the emotions important in terms of impairing the ability to perform tasks correctly? Using a case study of typing text, this paper is about a process to predict the number of writing errors from a person based on the emotional state and some characteristics of the writing process. Using preprocessing techniques, lexicon-based approaches and machine learning, we achieved a percentage of 80% of correct values, when considering the emotional profile on the writing style. ; Fundação para a Ciência e a Tecnologia(UID/CEC/ 00319/2013)
Keyword: Emotion analysis; Machine learning; Natural processing language
URL: https://doi.org/10.4230/OASIcs.SLATE.2018.19
http://hdl.handle.net/1822/65969
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4
Increasing authorship identification through emotional analysis
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5
Hate speech classification in social media using emotional analysis
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Creating a social media-based personal emotional lexicon
Martins, Ricardo; Almeida, J. J.; Novais, Paulo. - : Association for Computing Machinery, 2018
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