First Experiments on Interaction Quality Modelling for Human-Human Conversation

Anastasiia Spirina, Maxim Sidorov, Roman Sergienko, Alexander Schmitt

2016

Abstract

This work presents the first experimental results on Interaction Quality modelling for human-human conversation, as an adaptation of the Interaction Quality metric for human-computer spoken interaction. The prediction of an Interaction Quality score can be formulated as a classification problem. In this paper we describe the results of applying several classification algorithms such as: Kernel Naïve Bayes Classifier, k-Nearest Neighbours algorithm, Logistic Regression, and Support Vector Machines, to a data set. Moreover, we compare the results of modelling for two approaches for Interaction Quality labelling and consider the results depending on different emotion sets. The results of Interaction Quality modelling for human-human conversation may be used both for improving the service quality in call centres and for improving Spoken Dialogue Systems in terms of flexibility, user-friendliness and human-likeness.

Paper Citation

in Harvard Style

Spirina A., Sidorov M., Sergienko R. and Schmitt A. (2016). First Experiments on Interaction Quality Modelling for Human-Human Conversation . In Proceedings of the 13th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO, ISBN 978-989-758-198-4, pages 374-380. DOI: 10.5220/0005983103740380

in Bibtex Style

@conference{icinco16,
author={Anastasiia Spirina and Maxim Sidorov and Roman Sergienko and Alexander Schmitt},
title={First Experiments on Interaction Quality Modelling for Human-Human Conversation},
booktitle={Proceedings of the 13th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO,},
year={2016},
pages={374-380},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005983103740380},
isbn={978-989-758-198-4},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 13th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO,
TI - First Experiments on Interaction Quality Modelling for Human-Human Conversation
SN - 978-989-758-198-4
AU - Spirina A.
AU - Sidorov M.
AU - Sergienko R.
AU - Schmitt A.
PY - 2016
SP - 374
EP - 380
DO - 10.5220/0005983103740380