• Refine your search:
  • 
    Keyword
  • 
    Creator / Publisher:
    
    • Dennerlein, Katrin (13)
    • Schmidt, Thomas (13)
    • Wolff, Christian (13)
    • Burghardt, Manuel (6)
    • Mühlenfeld, Johanna (2)
    • Declerck, Thierry (1)
    • Dieckmann, Lisa (1)
    • McCrae, John P. (1)
    • Steyer, Timo (1)
    • Trilcke, Peer (1)
    •   more
  • 
    Year
  • 
    Medium:
    
    • Online (13)
  • 
    Type
  • 
    BLLDB-Access:
    • free (13)
    • subject to license (0)

Search in the Catalogues and Directories

All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 13 of 13 1 Evaluation computergestützter Verfahren der Emotionsklassifikation für deutschsprachige Dramen um 1800 ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Zenodo, 2022 BASE Show details 2 Evaluation computergestützter Verfahren der Emotionsklassifikation für deutschsprachige Dramen um 1800 ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Zenodo, 2022 BASE Show details 3 Towards a Corpus of Historical German Plays with Emotion Annotations ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Universität Regensburg, 2021 BASE Show details 4 Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Universität Regensburg, 2021 BASE Show details 5 Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Melusina Press, 2021 BASE Show details 6 Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays Dennerlein, Katrin; Wolff, Christian; Schmidt, Thomas. - : Melusina Press, 2021 BASE Show details 7 Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Association for Computational Linguistics, 2021 Abstract: We present results of a project on emotion classification on historical German plays of Enlightenment, Storm and Stress, and German Classicism. We have developed a hierarchical annotation scheme consisting of 13 sub-emotions like suffering, love and joy that sum up to 6 main and 2 polarity classes (positive/negative). We have conducted textual annotations on 11 German plays and have acquired over 13,000 emotion annotations by two annotators per play. We have evaluated multiple traditional machine learning approaches as well as transformer-based models pretrained on historical and contemporary language for a single-label text sequence emotion classification for the different emotion categories. The evaluation is carried out on three different instances of the corpus: (1) taking all annotations, (2) filtering overlapping annotations by annotators, (3) applying a heuristic for speech-based analysis. Best results are achieved on the filtered corpus with the best models being large transformer-based models pretrained on contemporary German language. For the polarity classification accuracies of up to 90% are achieved. The accuracies become lower for settings with a higher number of classes, achieving 66% for 13 sub-emotions. Further pretraining of a historical model with a corpus of dramatic texts led to no improvements. Keyword: 004 Informatik; ddc:004 URL: https://epub.uni-regensburg.de/51576/7/Screenshot%202022-02-03%20091313.jpg https://epub.uni-regensburg.de/51576/1/Schmidt-Emotion%20Classification%20in%20German-2021.pdf https://epub.uni-regensburg.de/51576/ BASE Hide details 8 Towards a Corpus of Historical German Plays with Emotion Annotations Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Schloss Dagstuhl — Leibniz-Zentrum für Informatik, 2021 BASE Show details 9 Katharsis – A Tool for Computational Drametrics ... Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : Universität Regensburg, 2019 BASE Show details 10 Katharsis – A Tool for Computational Drametrics Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - 2019 BASE Show details 11 Sentiment Annotation for Lessing’s Plays: Towards a Language Resource for Sentiment Analysis on German Literary Texts Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : RWTH Aachen, 2019 BASE Show details 12 Katharsis – Ein Werkzeug für die quantitative Dramenanalyse ... Burghardt, Manuel; Dennerlein, Katrin; Schmidt, Thomas. - : Universität Regensburg, 2016 BASE Show details 13 Katharsis – Ein Werkzeug für die quantitative Dramenanalyse Burghardt, Manuel; Dennerlein, Katrin; Schmidt, Thomas. - 2016 BASE Show details

Mobile view All Catalogues UB Frankfurt Linguistik 0 IDS Mannheim 0 OLC Linguistik 0 UB Frankfurt Retrokatalog 0 DNB Subject Category Language 0 Institut für Empirische Sprachwissenschaft 0 Leibniz-Centre General Linguistics (ZAS) 0 Bibliographies BLLDB 0 BDSL 0 IDS Bibliografie zur deutschen Grammatik 0 IDS Bibliografie zur Gesprächsforschung 0 IDS Konnektoren im Deutschen 0 IDS Präpositionen im Deutschen 0 IDS OBELEX meta 0 MPI-SHH Linguistics Collection 0 MPI for Psycholinguistics 0 Linked Open Data catalogues Annohub 0 Online resources Link directory 0 Journal directory 0 Database directory 0 Dictionary directory 0 Open access documents BASE 13 Linguistik-Repository 0 IDS Publikationsserver 0 Online dissertations 0 Language Description Heritage 0