A comprehensive review of speech emotion recognition systems

During the last decade, Speech Emotion Recognition (SER) has emerged as an integral component within Human-computer Interaction (HCI) and other high-end speech processing systems. Generally, an SER system targets the speaker’s existence of varied emotions by extracting and classifying the prominent...

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Main Authors: Wani, Taiba Majid, Gunawan, Teddy Surya, Ahmad Qadri, Syed Asif, Kartiwi, Mira, Ambikairajah, Eliathamby
Format: Article
Language:English
English
Published: IEEE 2021
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Online Access:http://irep.iium.edu.my/89059/1/89059_A%20comprehensive%20review%20of%20speech%20emotion%20recognition%20systems.pdf
http://irep.iium.edu.my/89059/7/89059_A%20comprehensive%20review_Scopus.pdf
http://irep.iium.edu.my/89059/
https://ieeexplore.ieee.org/document/9383000
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Institution: Universiti Islam Antarabangsa Malaysia
Language: English
English
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spelling my.iium.irep.890592021-05-27T03:56:59Z http://irep.iium.edu.my/89059/ A comprehensive review of speech emotion recognition systems Wani, Taiba Majid Gunawan, Teddy Surya Ahmad Qadri, Syed Asif Kartiwi, Mira Ambikairajah, Eliathamby TK7885 Computer engineering During the last decade, Speech Emotion Recognition (SER) has emerged as an integral component within Human-computer Interaction (HCI) and other high-end speech processing systems. Generally, an SER system targets the speaker’s existence of varied emotions by extracting and classifying the prominent features from a preprocessed speech signal. However, the way humans and machines recognize and correlate emotional aspects of speech signals are quite contrasting quantitatively and qualitatively, which present enormous difficulties in blending knowledge from interdisciplinary fields, particularly speech emotion recognition, applied psychology, and human-computer interface. The paper carefully identifies and synthesizes recent relevant literature related to the SER systems’ varied design components/methodologies, thereby providing readers with a state-of-the-art understanding of the hot research topic. Furthermore, while scrutinizing the current state of understanding on SER systems, the research gap’s prominence has been sketched out for consideration and analysis by other related researchers, institutions, and regulatory bodies. IEEE 2021-03-22 Article PeerReviewed application/pdf en http://irep.iium.edu.my/89059/1/89059_A%20comprehensive%20review%20of%20speech%20emotion%20recognition%20systems.pdf application/pdf en http://irep.iium.edu.my/89059/7/89059_A%20comprehensive%20review_Scopus.pdf Wani, Taiba Majid and Gunawan, Teddy Surya and Ahmad Qadri, Syed Asif and Kartiwi, Mira and Ambikairajah, Eliathamby (2021) A comprehensive review of speech emotion recognition systems. IEEE Access, 9. pp. 47795-47814. E-ISSN 2169-3536 https://ieeexplore.ieee.org/document/9383000 10.1109/ACCESS.2021.3068045
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic TK7885 Computer engineering
spellingShingle TK7885 Computer engineering
Wani, Taiba Majid
Gunawan, Teddy Surya
Ahmad Qadri, Syed Asif
Kartiwi, Mira
Ambikairajah, Eliathamby
A comprehensive review of speech emotion recognition systems
description During the last decade, Speech Emotion Recognition (SER) has emerged as an integral component within Human-computer Interaction (HCI) and other high-end speech processing systems. Generally, an SER system targets the speaker’s existence of varied emotions by extracting and classifying the prominent features from a preprocessed speech signal. However, the way humans and machines recognize and correlate emotional aspects of speech signals are quite contrasting quantitatively and qualitatively, which present enormous difficulties in blending knowledge from interdisciplinary fields, particularly speech emotion recognition, applied psychology, and human-computer interface. The paper carefully identifies and synthesizes recent relevant literature related to the SER systems’ varied design components/methodologies, thereby providing readers with a state-of-the-art understanding of the hot research topic. Furthermore, while scrutinizing the current state of understanding on SER systems, the research gap’s prominence has been sketched out for consideration and analysis by other related researchers, institutions, and regulatory bodies.
format Article
author Wani, Taiba Majid
Gunawan, Teddy Surya
Ahmad Qadri, Syed Asif
Kartiwi, Mira
Ambikairajah, Eliathamby
author_facet Wani, Taiba Majid
Gunawan, Teddy Surya
Ahmad Qadri, Syed Asif
Kartiwi, Mira
Ambikairajah, Eliathamby
author_sort Wani, Taiba Majid
title A comprehensive review of speech emotion recognition systems
title_short A comprehensive review of speech emotion recognition systems
title_full A comprehensive review of speech emotion recognition systems
title_fullStr A comprehensive review of speech emotion recognition systems
title_full_unstemmed A comprehensive review of speech emotion recognition systems
title_sort comprehensive review of speech emotion recognition systems
publisher IEEE
publishDate 2021
url http://irep.iium.edu.my/89059/1/89059_A%20comprehensive%20review%20of%20speech%20emotion%20recognition%20systems.pdf
http://irep.iium.edu.my/89059/7/89059_A%20comprehensive%20review_Scopus.pdf
http://irep.iium.edu.my/89059/
https://ieeexplore.ieee.org/document/9383000
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