Read through this study. You might want to look at valence emotion differently.

• This study focusses on predicting valence emotional attribute from spontaneous speech. Deep Neural Network regularization methods are used improve its prediction.

• Exploiting speaker dependent traits in emotional cues and showing valence is highly speaker dependent using deep neural network regularization techniques.

• This study illustrated a new research direction where valence emotional attribute needs to be considered differently from others because of its unique properties such as speaker dependent traits and need for higher regularization

Conference presentation

Paper

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