%0 Book Section %1 Zehe2017 %A Zehe, Albin %A Becker, Martin %A Jannidis, Fotis %A Hotho, Andreas %B KI 2017: Advances in Artificial Intelligence: 40th Annual German Conference on AI, Dortmund, Germany, September 25--29, 2017, Proceedings %C Cham %D 2017 %E Kern-Isberner, Gabriele %E Fürnkranz, Johannes %E Thimm, Matthias %I Springer International Publishing %K 2017 analysis dh digital humanities literature mown sentiment %P 387--394 %R 10.1007/978-3-319-67190-1_36 %T Towards Sentiment Analysis on German Literature %U https://doi.org/10.1007/978-3-319-67190-1_36 %X Sentiment Analysis is a Natural Language Processing-task that is relevant in a number of contexts, including the analysis of literature. We report on ongoing research towards enabling, for the first time, sentence-level Sentiment Analysis in the domain of German novels. We create a labelled dataset from sentences extracted from German novels and, by adapting existing sentiment classifiers, reach promising F1-scores of 0.67 for binary polarity classification. %@ 978-3-319-67190-1

@inbook{Zehe2017, abstract = {Sentiment Analysis is a Natural Language Processing-task that is relevant in a number of contexts, including the analysis of literature. We report on ongoing research towards enabling, for the first time, sentence-level Sentiment Analysis in the domain of German novels. We create a labelled dataset from sentences extracted from German novels and, by adapting existing sentiment classifiers, reach promising F1-scores of 0.67 for binary polarity classification.}, added-at = {2017-09-24T08:45:32.000+0200}, address = {Cham}, author = {Zehe, Albin and Becker, Martin and Jannidis, Fotis and Hotho, Andreas}, biburl = {https://www.bibsonomy.org/bibtex/2028ee1f84cc972f1bd309dfdcdd34351/hotho}, booktitle = {KI 2017: Advances in Artificial Intelligence: 40th Annual German Conference on AI, Dortmund, Germany, September 25--29, 2017, Proceedings}, description = {Towards Sentiment Analysis on German Literature | SpringerLink}, doi = {10.1007/978-3-319-67190-1_36}, editor = {Kern-Isberner, Gabriele and Fürnkranz, Johannes and Thimm, Matthias}, interhash = {51b1aee01ccc9030fc78273210892aa5}, intrahash = {028ee1f84cc972f1bd309dfdcdd34351}, isbn = {978-3-319-67190-1}, keywords = {2017 analysis dh digital humanities literature mown sentiment}, pages = {387--394}, publisher = {Springer International Publishing}, timestamp = {2017-09-24T08:45:32.000+0200}, title = {Towards Sentiment Analysis on German Literature}, url = {https://doi.org/10.1007/978-3-319-67190-1_36}, year = 2017 }