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Թումանյան Նարեկ Տ․, Туманян Нарек Т.
Title:
Emotion Classification of Voice Recordings Using Deep Learning
Other title:
Խորը ուսուցման վրա հիմնված ձայնագրությունների էմոցիաների դասակարգման մեթոդներ ; Классификация эмоций в голосе с использованием глубокого обучения
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Subject:
Mathematical cybernetics ; Computer science
Uncontrolled Keywords:
Voice sentiment detection ; Mood recognition ; Speech emotion recog-nition ; Cepstral features
Abstract:
In this work, we present methods for voice emotion classification using deep learningtechniques. To processing audio signals, our method leverages spectral features of voicerecordings, which are known to serve as powerful representations of temporal signals. To tackling the classification task, we consider two approaches to processing spectralfeatures: as temporal signals and as spatial/2D signals. For each processing method, weuse different neural network architectures that fit the approach. Classification resultsare analyzed and insights are presented.