Title :
Combined Speech-Emotion Recognition for Spoken Human-Computer Interfaces
Author :
Meng, Hong ; Pittermann, Johannes ; Pittermann, Angela ; Minker, Wolfgang
Author_Institution :
Inst. of Inf. Technol., Univ. of Ulm, Ulm, Germany
Abstract :
The involvement of emotions in dialogue design has attracted much interest in current research on human-computer interfaces during the past years. In this article we pick up the idea of using Hidden Markov Models (HMMs) to recognize emotions from speech signals and we describe the enhancements and optimizations of a speech-based emotion recognizer jointly operating with automatic speech recognition. Furthermore we demonstrate the feasibility of a post-processing algorithm combining multiple speech-emotion recognizers and we present results of our experiments based on acted and spontaneous emotional speech.
Keywords :
emotion recognition; human computer interaction; speech recognition; automatic speech recognition; hidden Markov models; speech signals; speech-based emotion recognizer; speech-emotion recognition; spoken human-computer interfaces; spontaneous emotional speech; Automatic speech recognition; Databases; Emotion recognition; Hidden Markov models; Natural languages; Signal processing; Speech analysis; Speech recognition; Superluminescent diodes; Testing; Natural language interfaces; Speech analysis; Speech recognition; User interfaces;
Conference_Titel :
Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
Conference_Location :
Dubai
Print_ISBN :
978-1-4244-1235-8
Electronic_ISBN :
978-1-4244-1236-5
DOI :
10.1109/ICSPC.2007.4728535