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1
Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays
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2
Katharsis – A Tool for Computational Drametrics ...
Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : Universität Regensburg, 2019
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3
Toward Multimodal Sentiment Analysis of Historic Plays: A Case Study with Text and Audio for Lessing’s Emilia Galotti
Abstract: We present a case study as part of a work-in-progress project about multimodal sentiment analysis on historic German plays, taking Emilia Galotti by G. E. Lessing as our initial use case. We analyze the textual version and an audio version (audiobook). We focus on ready-to-use sentiment analysis methods: For the textual component, we implement a naive lexicon-based approach and another approach that enhances the lexicon by means of several NLP methods. For the audio analysis, we use the free version of the Vokaturi tool. We compare the results of all approaches and evaluate them against the annotations of a human expert, which serves as a gold standard. For our use case, we can show that audio and text sentiment analysis behave very differently: textual sentiment analysis tends to predict sentiment as rather negative and audio sentiment as rather positive. Compared to the gold standard, the textual sentiment analysis achieves accuracies of 56% while the accuracy for audio sentiment analysis is only 32%. We discuss possible reasons for these mediocre results and give an outlook on further steps we want to pursue in the context of multimodal sentiment analysis on historic plays.
Keyword: 004 Informatik; 020 Bibliotheks- und Informationswissenschaft; 430 Deutsch; 800 Literatur; 830 Deutsche Literatur; ddc:004; ddc:020; ddc:430; ddc:800; ddc:830; Literaturwissenschaft; Rhetorik
URL: https://epub.uni-regensburg.de/43608/1/Schmidt%20et%20al.%20%282019%29%20-%20Towards%20Multimodal%20Sentiment%20Analysis.pdf
https://epub.uni-regensburg.de/43608/
http://ceur-ws.org/Vol-2364/37_paper.pdf
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4
Katharsis – A Tool for Computational Drametrics
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5
Sentiment Annotation for Lessing’s Plays: Towards a Language Resource for Sentiment Analysis on German Literary Texts
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6
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing ...
Schmidt, Thomas; Burghardt, Manuel. - : Universität Regensburg, 2018
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7
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing ...
Schmidt, Thomas; Burghardt, Manuel. - : Universität Regensburg, 2018
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8
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing
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9
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing
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10
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing
Schmidt, Thomas; Burghardt, Manuel. - : Association for Computational Linguistics, 2018
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11
„Kann man denn auch nicht lachend sehr ernsthaft sein?" – Zum Einsatz von Sentiment Analyse-Verfahren für die quantitative Untersuchung von Lessings Dramen
Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : Universitäts- und Stadtbibliothek Köln, 2018
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12
Herausforderungen für Sentiment Analysis-Verfahren bei literarischen Texten
Schmidt, Thomas; Burghardt, Manuel; Wolff, Christian. - : Gesellschaft für Informatik e.V., 2018
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13
Toward a Tool for Sentiment Analysis for German Historic Plays
Schmidt, Thomas; Burghardt, Manuel. - : Laboratoire laussannois d'informatique et statistique textuelle, 2018
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14
Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior
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15
Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior
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16
Katharsis – Ein Werkzeug für die quantitative Dramenanalyse ...
Burghardt, Manuel; Dennerlein, Katrin; Schmidt, Thomas. - : Universität Regensburg, 2016
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17
Katharsis – Ein Werkzeug für die quantitative Dramenanalyse
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