Crowdsourcing and Validating Event-focused Emotion Corpora for German and English

作者: Sebastian Padó , Roman Klinger , Enrica Troiano

DOI:

关键词:

摘要: Sentiment analysis has a range of corpora available across multiple languages. For emotion analysis, the situation is more limited, which hinders potential research on cross-lingual modeling and development predictive models for other In this paper, we fill gap German by constructing deISEAR, corpus designed in analogy to well-established English ISEAR dataset. Motivated Scherer's appraisal theory, implement crowdsourcing experiment consists two steps. step 1, participants create descriptions emotional events given emotion. 2, five annotators assess expressed texts. We show that transferring an classification model from original crowdsourced deISEAR via machine translation does not, average, cause performance drop.

参考文章(20)
Jiahong Yuan, Liqin Shen, Fangxin Chen, THE ACOUSTIC REALIZATION OF ANGER, FEAR, JOY AND SADNESS IN CHINESE conference of the international speech communication association. ,vol. 7, pp. 2025- 2028 ,(2002)
Saif Mohammad, From Once Upon a Time to Happily Ever After: Tracking Emotions in Novels and Fairy Tales meeting of the association for computational linguistics. pp. 105- 114 ,(2011)
Klaus R. Scherer, Harald G. Wallbott, Evidence for universality and cultural variation of differential emotion response patterning. Journal of Personality and Social Psychology. ,vol. 66, pp. 310- 328 ,(1994) , 10.1037/0022-3514.66.2.310
Bertrand Russell, A History of Western Philosophy ,(1945)
James A Russell, Albert Mehrabian, Evidence for a three-factor theory of emotions Journal of Research in Personality. ,vol. 11, pp. 273- 294 ,(1977) , 10.1016/0092-6566(77)90037-X
Benny B. Briesemeister, Lars Kuchinke, Arthur M. Jacobs, Discrete emotion norms for nouns: Berlin affective word list (DENN–BAWL) Behavior Research Methods. ,vol. 43, pp. 441- 448 ,(2011) , 10.3758/S13428-011-0059-Y
Saif M. Mohammad, Peter D. Turney, CROWDSOURCING A WORD–EMOTION ASSOCIATION LEXICON computational intelligence. ,vol. 29, pp. 436- 465 ,(2013) , 10.1111/J.1467-8640.2012.00460.X
Jessica L. Tracy, Richard W. Robins, Appraisal Antecedents of Shame and Guilt: Support for a Theoretical Model Personality and Social Psychology Bulletin. ,vol. 32, pp. 1339- 1351 ,(2006) , 10.1177/0146167206290212
Melissa L. H. Võ, Markus Conrad, Lars Kuchinke, Karolina Urton, Markus J. Hofmann, Arthur M. Jacobs, The Berlin Affective Word List Reloaded (BAWL-R). Behavior Research Methods. ,vol. 41, pp. 534- 538 ,(2009) , 10.3758/BRM.41.2.534
Craig A. Smith, Phoebe C. Ellsworth, Patterns of cognitive appraisal in emotion Journal of Personality and Social Psychology. ,vol. 48, pp. 813- 838 ,(1985) , 10.1037/0022-3514.48.4.813