Analyzing Emotion in Spontaneous Speech
tarafından
Chakraborty, Rupayan. author.
Başlık
:
Analyzing Emotion in Spontaneous Speech
Yazar
:
Chakraborty, Rupayan. author.
ISBN
:
9789811076749
Yazar
:
Chakraborty, Rupayan. author.
Edisyon
:
1st ed. 2017.
Fiziksel Niteleme
:
XVI, 81 p. 31 illus. online resource.
İçindekiler
:
Introduction -- Literature Survey -- A Framework for Spontaneous Speech Emotion Recognition -- Improving Emotion Classification Accuracies -- Case Studies -- Conclusions -- Appendix -- Index.
Özet
:
This book captures the current challenges in automatic recognition of emotion in spontaneous speech and makes an effort to explain, elaborate, and propose possible solutions. Intelligent human–computer interaction (iHCI) systems thrive on several technologies like automatic speech recognition (ASR); speaker identification; language identification; image and video recognition; affect/mood/emotion analysis; and recognition, to name a few. Given the importance of spontaneity in any human–machine conversational speech, reliable recognition of emotion from naturally spoken spontaneous speech is crucial. While emotions, when explicitly demonstrated by an actor, are easy for a machine to recognize, the same is not true in the case of day-to-day, naturally spoken spontaneous speech. The book explores several reasons behind this, but one of the main reasons for this is that people, especially non-actors, do not explicitly demonstrate their emotion when they speak, thus making it difficult for machines to distinguish one emotion from another that is embedded in their spoken speech. This short book, based on some of authors’ previously published books, in the area of audio emotion analysis, identifies the practical challenges in analysing emotions in spontaneous speech and puts forward several possible solutions that can assist in robustly determining the emotions expressed in spontaneous speech.
Konu Başlığı
:
Artificial intelligence.
Computer science.
Computer simulation.
Optical pattern recognition.
Social sciences -- Data processing.
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
User Interfaces and Human Computer Interaction. http://scigraph.springernature.com/things/product-market-codes/I18067
Simulation and Modeling. http://scigraph.springernature.com/things/product-market-codes/I19000
Signal, Image and Speech Processing. http://scigraph.springernature.com/things/product-market-codes/T24051
Pattern Recognition. http://scigraph.springernature.com/things/product-market-codes/I2203X
Computer Appl. in Social and Behavioral Sciences. http://scigraph.springernature.com/things/product-market-codes/I23028
Yazar Ek Girişi
:
Pandharipande, Meghna.
Kopparapu, Sunil Kumar.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 225127-1001 | Q334 -342 | Springer E-Book Collection |