Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

Vol. 6. International Speech and Communication Association, 2021.

Editor-in-chief: H. Heřmanský, H. Černocký

Chapters

Ensemble-within-ensemble classification for escalation prediction from speech

Verkholyak O., Dresvyanskiy D., Dvoynikova A. et al., , in: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECHVol. 6.: International Speech and Communication Association, 2021. P. 4321–4325.

Conflict situations arise frequently in our daily life and often require timely response to resolve the issues. In order to automatically classify conflict (also referred to as escalation) speech utterances we propose ensemble learning as it improves prediction performance by combining several heterogeneous models that compensate for each other’s weaknesses. However, the effectiveness of the ...

Added: April 24, 2026