Modelling Exitement as a Reaction to a Virtual 3D Face
Egidijus Vaškevičius, Aušra Vidugirienė, Vytautas Kaminskas
2014
Abstract
This paper introduces a comparison of a linear and nonlinear one step predictive models that were used to describe the relationship between human emotional signal – excitement – as a reaction to a virtual 3D face feature – distance between eyes. An input-output model building method is proposed that allows building a stable model with the least output prediction error. Validation was performed using the recorded signals of six volunteers and the following measures: prediction error standard deviation, relative prediction error standard deviation, and average absolute relative prediction error. Validation results of the models showed that both models predict excitement signal in relatively high prediction accuracy.
References
- Hondrou, C., Caridakis, G., 2012. Affective, Natural Interaction Using EEG: Sensors, Application and Future Directions. In Artificial Intelligence: Theories and Applications, Vol. 7297, p. 331-338. SpringerVerlag Berlin Heidelberg.
- Kaminskas, V., 1982. Dynamic Systems Identification via Discrete-Time Observations. Part1 - 1982, Part 2 - 1985. Vilnius: Mokslas. (in Russian).
- Kaminskas, V., 2007. Predictor-based self tuning control with constraints. In: Model and Algorithms for Global Optimization, Optimization and Its Applications Vol. 4, p. 333-341. Springer.
- Sourina, O., Liu, Y., 2011. A Fractal-based Algorithm of Emotion Recognition from EEG using Arousalvalence model. In Proc. Biosignals, p. 209-214.
- Vaškevicius, E., Vidugiriene, A., Kaminskas, V., 2013. Investigation of dependencies between virtual 3D face stimuli and emotion-based human responses. In: Proc. of the 8th International Conference on Electrical and Control Technologies, p. 64-69. Kaunas, Lithuania.
- Vaškevicius, E., Vidugiriene, A., Kaminskas, V., 2014. Identification of Human Response to Virtual 3D Face Stimuli. Information Technologies and Control, Vol. 43, No. 1.
- Vidugiriene, A., Vaškevicius, E., Kaminskas V., 2013. Modeling of Affective State Response to a Virtual 3D Face. In: UKSim-AMSS 7th European Modelling Symposium on Mathematical Modelling and Computer Simulation (EMS 2013), p. 167-172. Manchester, UK.
Paper Citation
in Harvard Style
Vaškevičius E., Vidugirienė A. and Kaminskas V. (2014). Modelling Exitement as a Reaction to a Virtual 3D Face . In Proceedings of the 11th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-989-758-039-0, pages 734-740. DOI: 10.5220/0005062907340740
in Bibtex Style
@conference{icinco14,
author={Egidijus Vaškevičius and Aušra Vidugirienė and Vytautas Kaminskas},
title={Modelling Exitement as a Reaction to a Virtual 3D Face},
booktitle={Proceedings of the 11th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2014},
pages={734-740},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005062907340740},
isbn={978-989-758-039-0},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 11th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - Modelling Exitement as a Reaction to a Virtual 3D Face
SN - 978-989-758-039-0
AU - Vaškevičius E.
AU - Vidugirienė A.
AU - Kaminskas V.
PY - 2014
SP - 734
EP - 740
DO - 10.5220/0005062907340740