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pattern analysis; amit konar; aruna chakraborty - advances in emotion recognition

Advances in Emotion Recognition A Pattern Analysis Approach

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 03/2015





Trama

A timely book containing foundations and current research directions on emotion recognition by facial expression, voice, gesture and biopotential signals

This book provides a comprehensive examination of the research methodology of different modalities of emotion recognition. Key topics of discussion include facial expression, voice and biopotential signal-based emotion recognition. Special emphasis is given to feature selection, feature reduction, classifier design and multi-modal fusion to improve performance of emotion-classifiers.

Written by several experts, the book includes several tools and techniques, including dynamic Bayesian networks, neural nets, hidden Markov model, rough sets, type-2 fuzzy sets, support vector machines and their applications in emotion recognition by different modalities. The book ends with a discussion on emotion recognition in automotive fields to determine stress and anger of the drivers, responsible for degradation of their performance and driving-ability.

There is an increasing demand of emotion recognition in diverse fields, including psycho-therapy, bio-medicine and security in government, public and private agencies. The importance of emotion recognition has been given priority by industries including Hewlett Packard in the design and development of the next generation human-computer interface (HCI) systems.

Emotion Recognition: A Pattern Analysis Approach would be of great interest to researchers, graduate students and practitioners, as the book
* Offers both foundations and advances on emotion recognition in a single volume
* Provides a thorough and insightful introduction to the subject by utilizing computational tools of diverse domains
* Inspires young researchers to prepare themselves for their own research
* Demonstrates direction of future research through new technologies, such as Microsoft Kinect, EEG systems etc.




Note Editore

The book provides state-of-the-art research on emotion recognition. It is divided into four sections. Section 1 introduces various techniques for emotional feature extraction from facial expression, voice and bio-potential signals. Section 2 includes several chapters on reduction of emotional features. In section 3, the authors include chapters with main stress on classification of emotion. Section 4 includes application of emotion recognition in human-computer interface design.  The book provides a thorough and insightful presentation of the research methodology on emotion recognition in a highly comprehensive writing style. Special care is taken to maintain uniformity in the nomenclature and taxonomy, to avoid difficulty in understanding the chapters written by different authors.  Few research teams exist, having experience with all the different modes of emotion recognition. An edited volume however, can fulfil a great need, as the individual contributors are specialists in his/her domain. The resources generated by them will indeed be useful to the researchers of Emotion Recognition.










Altre Informazioni

ISBN:

9781118130667

Condizione: Nuovo
Dimensioni: 243 x 34.67 x 159 mm Ø 946 gr
Formato: Copertina rigida
Pagine Arabe: 584


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