Emotion Recognition using Speech Features - Shashidhar G. Koolagudi,K. Sreenivasa Rao
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¿Emotion Recognition Using Speech Features¿ provides coverage of emotion-specific features present in speech. The author also discusses suitable models for capturing emotion-specific information for distinguishing different emotions. The content of this book is important for designing and developing natural and sophisticated speech systems. In this Brief, Drs. Rao and Koolagudi lead a discussion of how em ... Full description
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Description
¿Emotion Recognition Using Speech Features¿ provides coverage of emotion-specific features present in speech. The author also discusses suitable models for capturing emotion-specific information for distinguishing different emotions. The content of this book is important for designing and developing natural and sophisticated speech systems. In this Brief, Drs. Rao and Koolagudi lead a discussion of how emotion-specific information is embedded in speech and how to acquire emotion-specific knowledge using appropriate statistical models. Additionally, the authors provide information about exploiting multiple evidences derived from various features and models. The acquired emotion-specific knowledge is useful for synthesizing emotions. Features includes discussion of: ¿ Global and local prosodic features at syllable, word and phrase levels, helpful for capturing emotion-discriminative information; ¿ Exploiting complementary evidences obtained from excitation sources, vocal tract systems and prosodic features in order to enhance the emotion recognition performance; ¿ Proposed multi-stage and hybrid models for improving the emotion recognition performance. This brief is for researchers working in areas related to speech-based products such as mobile phone manufacturing companies, automobile companies, and entertainment products as well as researchers involved in basic and applied speech processing research.
More Information
| Author | Shashidhar G. Koolagudi, K. Sreenivasa Rao |
|---|---|
| Publisher | Springer US |
| Series | SpringerBriefs in Speech Technology |
| Release year | 2012 |
| Cover type | Softcover |
| EAN | 9781461451426 |