Self-Organizing Maps
Automatic Classification of Expressiveness in Speech: A Multi-corpus Study
Speaker Classification II
Determinism in speech pitch relation to emotion
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Multi-stage classification of emotional speech motivated by a dimensional emotion model
Multimedia Tools and Applications
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In the present text, we deal with the problem of classification of speech emotion. Problems of speech processing are addressed through the use of artificial neural networks (ANNs). The results can be used for two research projects - for prosody modelling and for analysis of disordered speech. The first ANN topology discussed is the multilayer neural network (MLNN) with the BPG learning algorithm, while the supervised SOM (SSOM) is the second ANN topology. Our aim is to combine knowledges from phonetics and ANN but also to try to classify speech signals which are described by music theory. Finally, one solution is given for this problem which is supplemented with a proof.