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On the development of an automatic voice pleasantness classification and intensity estimation system
Journal Title
Computer Speech and Language
Year (definitive publication)
2013
Language
English
Country
United Kingdom
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Abstract
In the last few years, the number of systems and devices that use voice based interaction has grown significantly. For a continued use of these systems, the interface must be reliable and pleasant in order to provide an optimal user experience. However there are currently very few studies that try to evaluate how pleasant is a voice from a perceptual point of view when the final application is a speech based interface. In this paper we present an objective definition for voice pleasantness based on the composition of a representative feature subset and a new automatic voice pleasantness classification and intensity estimation system. Our study is based on a database composed by European Portuguese female voices but the methodology can be extended to male voices or to other languages. In the objective performance evaluation the system achieved a 9.1 error rate for voice pleasantness classification and a 15.7 error rate for voice pleasantness intensity estimation.
Acknowledgements
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Keywords
Voice pleasantness; Subtle emotions; Perceptual speech analysis; Text-to-Speech synthesis
Fields of Science and Technology Classification
- Computer and Information Sciences - Natural Sciences
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