Multi-Modal Learning for Speech Emotion Recognition: An Analysis and Comparison of ASR Outputs with Ground Truth Transcription

2019 ◽  
Author(s):  
Saurabh Sahu ◽  
Vikramjit Mitra ◽  
Nadee Seneviratne ◽  
Carol Espy-Wilson
Keyword(s):  
Emotion Recognition ◽  
Ground Truth ◽  
Speech Emotion Recognition

Speech Emotion Recognition Based on Sparse Representation

2013 ◽  
Vol 38 (4) ◽  
pp. 465-470 ◽  
Author(s):  
Jingjie Yan ◽  
Xiaolan Wang ◽  
Weiyi Gu ◽  
LiLi Ma
Keyword(s):  
Dimensionality Reduction ◽  
Emotion Recognition ◽  
Least Squares ◽  
Partial Least Squares ◽  
Partial Least Squares Regression ◽  
Speech Emotion Recognition ◽  
Least Squares Regression ◽  
Computer Science Pedagogy ◽  
Reduction Methods ◽  
Analysis Computer

Abstract Speech emotion recognition is deemed to be a meaningful and intractable issue among a number of do- mains comprising sentiment analysis, computer science, pedagogy, and so on. In this study, we investigate speech emotion recognition based on sparse partial least squares regression (SPLSR) approach in depth. We make use of the sparse partial least squares regression method to implement the feature selection and dimensionality reduction on the whole acquired speech emotion features. By the means of exploiting the SPLSR method, the component parts of those redundant and meaningless speech emotion features are lessened to zero while those serviceable and informative speech emotion features are maintained and selected to the following classification step. A number of tests on Berlin database reveal that the recogni- tion rate of the SPLSR method can reach up to 79.23% and is superior to other compared dimensionality reduction methods.

Speech Emotion Recognition Using Spectrogram and Phoneme Embedding

2018 ◽  
Author(s):  
Promod Yenigalla ◽  
Abhay Kumar ◽  
Suraj Tripathi ◽  
Chirag Singh ◽  
Sibsambhu Kar ◽  
...  
Keyword(s):  
Emotion Recognition ◽  
Speech Emotion Recognition

GAN-Based Data Generation for Speech Emotion Recognition

2020 ◽  
Author(s):  
Sefik Emre Eskimez ◽  
Dimitrios Dimitriadis ◽  
Robert Gmyr ◽  
Kenichi Kumanati
Keyword(s):  
Emotion Recognition ◽  
Speech Emotion Recognition ◽  
Data Generation
Sign in / Sign up

Export Citation Format

Share Document