Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis
Rebora S, Messerli T, Herrmann JB (2022)
In: DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts. Geierhos M, Trilcke P, Börner I, Seifert S, Busch A, Wuttke U, Seltmann M, Genzel K (Eds); 1-3.
Kurzbeitrag Konferenz / Poster
| Veröffentlicht | Englisch
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Autor*in
Rebora, Simone;
Messerli, Thomas;
Herrmann, J. BerenikeUniBi 
Herausgeber*in
Geierhos, Michaela;
Trilcke, Per;
Börner, Ingo;
Seifert, Sabine;
Busch, Anna;
Wuttke, Ulrike;
Seltmann, Melanie;
Genzel, Kristina
Abstract / Bemerkung
This poster reports on the groundwork for the computational study of evaluative practices in German language book reviews. We trained classifiers for evaluation and sentiment at sentence level on the LOBO corpus, comprising ~1.3 million book reviews downloaded from the social reading platform LovelyBooks.
For the two classification tasks, we compared performance of dictionary-based and transfer-learning (TL) based sentiment analysis (SA). Our results highlight the higher efficiency of TL-methods and of dictionaries based on vector space models (like SentiArt and AffectiveNorms). They show that computational methods can reliably identify sentiment of book reviews in German.
Erscheinungsjahr
2022
Titel des Konferenzbandes
DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts
Seite(n)
1-3
Konferenz
8. Jahrestagung «Digital Humanities im deutschsprachigen Raum» (DhD)
Konferenzort
Potsdam
Konferenzdatum
2022-03-07 – 2022-03-11
Page URI
https://pub.uni-bielefeld.de/record/2961294
Zitieren
Rebora S, Messerli T, Herrmann JB. Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis. In: Geierhos M, Trilcke P, Börner I, et al., eds. DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts. 2022: 1-3.
Rebora, S., Messerli, T., & Herrmann, J. B. (2022). Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis. In M. Geierhos, P. Trilcke, I. Börner, S. Seifert, A. Busch, U. Wuttke, M. Seltmann, et al. (Eds.), DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts (pp. 1-3). https://doi.org/10.5281/zenodo.6328141
Rebora, Simone, Messerli, Thomas, and Herrmann, J. Berenike. 2022. “Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis”. In DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts, ed. Michaela Geierhos, Per Trilcke, Ingo Börner, Sabine Seifert, Anna Busch, Ulrike Wuttke, Melanie Seltmann, and Kristina Genzel, 1-3.
Rebora, S., Messerli, T., and Herrmann, J. B. (2022). “Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis” in DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts, Geierhos, M., Trilcke, P., Börner, I., Seifert, S., Busch, A., Wuttke, U., Seltmann, M., and Genzel, K. eds. 1-3.
Rebora, S., Messerli, T., & Herrmann, J.B., 2022. Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis. In M. Geierhos, et al., eds. DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts. pp. 1-3.
S. Rebora, T. Messerli, and J.B. Herrmann, “Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis”, DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts, M. Geierhos, et al., eds., 2022, pp.1-3.
Rebora, S., Messerli, T., Herrmann, J.B.: Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis. In: Geierhos, M., Trilcke, P., Börner, I., Seifert, S., Busch, A., Wuttke, U., Seltmann, M., and Genzel, K. (eds.) DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts. p. 1-3. (2022).
Rebora, Simone, Messerli, Thomas, and Herrmann, J. Berenike. “Towards a Computational Study of German Book Reviews. A Comparison between Emotion Dictionaries and Transfer Learning in Sentiment Analysis”. DHd2022: Kulturen des digitalen Gedächtnisses. Konferenzabstracts. Ed. Michaela Geierhos, Per Trilcke, Ingo Börner, Sabine Seifert, Anna Busch, Ulrike Wuttke, Melanie Seltmann, and Kristina Genzel. 2022. 1-3.
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