Speech Emotion Recognition Techniques: A Review
Author(s):
Manoj
Keywords:
Speech Classification, Emotion, Deep Learning, Machine Learning
Abstract
With the recent advancements of the technology and the growing research areas like machine learning (ML), audio processing and speech processing, the emotional states will be inevitable part of the human-computer interaction. There are more and more studies that are working on providing the computers with abilities like recognizing, interpretation and simulation of emotional states. A general SER detection system based on ML consists of four main steps. The various technique of machine learning and deep learning techniques are reviewed in this paper. The deep learning techniques include CNN, LSTM. The machine learning techniques like support vector machine, KNN, Random forest etc. It is analysed that deep learning techniques give high performance as compared to machine learning techniques in terms of accuracy.
Article Details
Unique Paper ID: 162463

Publication Volume & Issue: Volume 10, Issue 10

Page(s): 166 - 173
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