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Vocal-based emotion recognition using random forests and decision tree 

Anbarjafari, Gholamreza; Noroozi, Fatemeh; Sapinski, Tomasz; Kaminska, Dorota (SPRINGER, 2017-06)
This paper proposes a new vocal-based emotion recognition method using random forests, where pairs of the features on the whole speech signal, namely, pitch, intensity, the first four formants, the first four formants ...

Supervised Vocal-Based Emotion Recognition Using Multiclass Support Vector Machine, Random Forests, and Adaboost 

Anbarjafari, Gholamreza; Noroozi, Fatemeh; Kaminska, Dorota; Sapinski, Tomasz (AUDIO ENGINEERING SOC, 2017-07)
This paper investigates and compares three different classifiers-multi-class Support Vector Machine, Adaboost, and random forests-for the purpose of vocal emotion recognition. Additionally, the decisions of all classifiers ...
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Efficiency of chosen speech descriptors in relation to emotion recognition 

Anbarjafari, Gholamreza; Kaminska, Dorota; Sapinski, Tomasz (SPRINGEROPEN, 2017-02-20)
This research paper presents parametrization of emotional speech using a pool of common features utilized in emotion recognition such as fundamental frequency, formants, energy, MFCC, PLP, and LPC coefficients. The pool ...



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Anbarjafari, Gholamreza (3)
Kaminska, Dorota (3)
Sapinski, Tomasz (3)Noroozi, Fatemeh (2)SubjectSPEECH; MODELS; CLASSIFICATION; FEATURES (1)Vocal emotion recognition; Humancomputer; interaction; Random forests; Decision tree classifier (1)Voice; Emotion recognition; Perceptual coefficients; Speech signal analysis (1)... View MoreDate Issued
2017 (3)
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