Subjective Machine Classifiers

Reidsma, D. and op den Akker, H.J.A. (2008) Subjective Machine Classifiers. In: BNAIC 2008, Proceedings 20th Belgian-Netherlands Conference on Artificial Intelligence, Boekelo, Netherlands, 30-31 Oct 2008, Boekelo, Netherlands.

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Abstract:	Many interesting phenomena in conversations require interpretative judgements by the annotators. This leads to data which is annotated with lower levels of agreement due to the differences in how annotators interpret conversations. Instead of throwing away this data we show how and when we can exploit it. We analyse the (dis)agreements between annotators for two different cases in a multimodal annotated corpus and explicitly relate the results to the way machine-learning algorithms perform on the annotated data.
Item Type:	Conference or Workshop Item
Faculty:	Electrical Engineering, Mathematics and Computer Science (EEMCS)
Research Group:	Human Media Interaction (HMI)
Link to this item:	http://purl.utwente.nl/publications/62631
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Metis ID: 255031