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An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing
Schmidt, Thomas and Burghardt, Manuel
(2018)
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing.
In: Alex, Beatrice, (ed.)
Proceedings of the Second Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, August 25, 2018, Santa Fe, New Mexico, USA.
Association for Computational Linguistics, Stroudsburg, PA, pp. 139-149.
ISBN 978-1-948087-61-2.
Date of publication of this fulltext: 14 Sep 2020 06:42
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Abstract
We present results from a project on sentiment analysis of drama texts, more concretely the plays of Gotthold Ephraim Lessing. We conducted an annotation study to create a gold standard for a systematic evaluation. The gold standard consists of 200 speeches of Lessing’s plays and was manually annotated with sentiment information by five annotators. We use the gold standard data to evaluate the ...
We present results from a project on sentiment analysis of drama texts, more concretely the plays of Gotthold Ephraim Lessing. We conducted an annotation study to create a gold standard for a systematic evaluation. The gold standard consists of 200 speeches of Lessing’s plays and was manually annotated with sentiment information by five annotators. We use the gold standard data to evaluate the performance of different German sentiment lexicons and processing configurations like lemmatization, the extension of lexicons with historical linguistic variants, and stop words elimination, to explore the influence of these parameters and to find best practices for our domain of application. The best performing configuration accomplishes an accuracy of 70%. We discuss the problems and challenges for sentiment analysis in this area and describe our next steps toward further research.
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Details
| Item type | Book section |
| ISBN | 978-1-948087-61-2 |
| Title of Book: | Proceedings of the Second Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, August 25, 2018, Santa Fe, New Mexico, USA |
|---|---|
| Publisher: | Association for Computational Linguistics |
| Place of Publication: | Stroudsburg, PA |
| Page Range: | pp. 139-149 |
| Date | 25 August 2018 |
| Institutions | Languages and Literatures > Institut für Information und Medien, Sprache und Kultur (I:IMSK) > Lehrstuhl für Medieninformatik (Prof. Dr. Christian Wolff) Informatics and Data Science > Department Human-Centered Computing > Lehrstuhl für Medieninformatik (Prof. Dr. Christian Wolff) |
| Keywords | Sentiment Analysis, Computational Linguistics, Literary Studies, Lessing |
| Dewey Decimal Classification | 000 Computer science, information & general works > 004 Computer science 400 Language > 400 Language, Linguistics 400 Language > 430 Germanic 800 Literature > 830 Literatures of Germanic languages |
| Status | Published |
| Refereed | Yes, this version has been refereed |
| Created at the University of Regensburg | Partially |
| URN of the UB Regensburg | urn:nbn:de:bvb:355-epub-437022 |
| Item ID | 43702 |
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