Detecting vocal irony

Felix Burkhardt, Benjamin Weiss, Florian Eyben, Jun Deng, Björn Schuller

Publikation: Beitrag in Buch/Bericht/KonferenzbandKonferenzbeitragBegutachtung

5 Zitate (Scopus)

Abstract

We describe a data collection for vocal expression of ironic utterances and anger based on an Android app that was specifically developed for this study. The main aim of the investigation is to find evidence for a non-verbal expression of irony. A data set of 937 utterances was collected and labeled by six listeners for irony and anger. The automatically recognized textual content was labeled for sentiment. We report on experiments to classify ironic utterances based on sentiment and tone-of-voice. Baseline results show that an ironic voice can be detected automatically solely based on acoustic features in 69.3 UAR (unweighted average recall) and anger with 64.1 UAR. The performance drops by about 4% when it is calculated with a leave-one-speaker-out cross validation.

OriginalspracheEnglisch
TitelLanguage Technologies for the Challenges of the Digital Age - 27th International Conference, GSCL 2017,Proceedings
Redakteure/-innenGeorg Rehm, Thierry Declerck
Herausgeber (Verlag)Springer Verlag
Seiten11-22
Seitenumfang12
ISBN (Print)9783319737058
DOIs
PublikationsstatusVeröffentlicht - 2018
Extern publiziertJa
Veranstaltung27th International Conference on German Society for Computational Linguistics and Language Technology, GSCL 2017 - Berlin, Deutschland
Dauer: 13 Sept. 201714 Sept. 2017

Publikationsreihe

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Band10713 LNAI
ISSN (Print)0302-9743
ISSN (elektronisch)1611-3349

Konferenz

Konferenz27th International Conference on German Society for Computational Linguistics and Language Technology, GSCL 2017
Land/GebietDeutschland
OrtBerlin
Zeitraum13/09/1714/09/17

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