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Identification of confusion and surprise in spoken dialog using prosodic features

Kumar, R and Rosé, CP and Litman, DJ (2006) Identification of confusion and surprise in spoken dialog using prosodic features. In: UNSPECIFIED.

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Abstract

Sensitivity to a user's emotional state offers promise in improving the state of the art in spoken dialog systems. In this work, we attempt to detect the speaker's states of confusion and surprise using prosodic features from his/her utterances. We have collected a corpus of utterances in realistic settings using an experimental methodology aimed at eliciting confusion and surprise from users. Classification experiments have yielded up to a 27.2% improvement over baseline performance using F0 and power features. We achieved the greatest success at classification of emotions that were most successfully elicited.


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Details

Item Type: Conference or Workshop Item (UNSPECIFIED)
Status: Published
Creators/Authors:
CreatorsEmailPitt UsernameORCID
Kumar, R
Rosé, CP
Litman, DJdlitman@pitt.eduDLITMAN
Centers: University Centers > Learning Research and Development Center (LRDC)
Date: 1 January 2006
Date Type: Publication
Journal or Publication Title: INTERSPEECH 2006 and 9th International Conference on Spoken Language Processing, INTERSPEECH 2006 - ICSLP
Volume: 4
Page Range: 1842 - 1845
Event Type: Conference
Schools and Programs: Dietrich School of Arts and Sciences > Computer Science
Dietrich School of Arts and Sciences > Intelligent Systems
Refereed: Yes
ISBN: 9781604234497
Date Deposited: 05 Jan 2015 15:19
Last Modified: 02 Feb 2019 15:59
URI: http://d-scholarship.pitt.edu/id/eprint/23239

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