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Emotion recognition from speech: a review
International journal of speech technology, 2012-06, Vol.15 (2), p.99-117
[Peer Reviewed Journal]
Springer Science+Business Media, LLC 2011 ;ISSN: 1381-2416 ;EISSN: 1572-8110 ;DOI: 10.1007/s10772-011-9125-1 ;CODEN: ISTEFM
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Title:
Emotion recognition from speech: a review
Author:
Koolagudi, Shashidhar G.
;
Rao, K. Sreenivasa
Subjects:
Artificial Intelligence
;
Classification
;
Emotions
;
Engineering
;
Feature recognition
;
Signal,Image and Speech Processing
;
Social Sciences
;
Speech
;
Speech processing
;
Speech recognition
;
Tasks
Is Part Of:
International journal of speech technology, 2012-06, Vol.15 (2), p.99-117
Description:
Emotion recognition from speech has emerged as an important research area in the recent past. In this regard, review of existing work on emotional speech processing is useful for carrying out further research. In this paper, the recent literature on speech emotion recognition has been presented considering the issues related to emotional speech corpora, different types of speech features and models used for recognition of emotions from speech. Thirty two representative speech databases are reviewed in this work from point of view of their language, number of speakers, number of emotions, and purpose of collection. The issues related to emotional speech databases used in emotional speech recognition are also briefly discussed. Literature on different features used in the task of emotion recognition from speech is presented. The importance of choosing different classification models has been discussed along with the review. The important issues to be considered for further emotion recognition research in general and in specific to the Indian context have been highlighted where ever necessary.
Publisher:
Boston: Springer US
Language:
English
Identifier:
ISSN: 1381-2416
EISSN: 1572-8110
DOI: 10.1007/s10772-011-9125-1
CODEN: ISTEFM
Source:
Alma/SFX Local Collection
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