emotion, affect and personality in speech and language processing /
نام نخستين پديدآور
Björn W. Schuller, Anton M. Batliner
وضعیت ویراست
وضعيت ويراست
First edition
وضعيت ويراست
First edition
تاریخ پیش بینی شده انتشار
تاريخ
1312
مشخصات ظاهری
نام خاص و کميت اثر
1 online resource (xxi, 321 pages)
يادداشت کلی
متن يادداشت
Edition statement from running title area
یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references and index
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
"In this book, we will focus on analysis, basically excluding generation and synthesis"--
متن يادداشت
"This book is a guide through the contemporary field of automatically detecting speaker states/traits in speech via acoustic and linguistic properties. The authors will first introduce the general topic covering definitions, usability and application, and then discuss the psychological underpinnings of emotions, affect and personality and how they are expressed and categorized in speech. Reflecting the multidisciplinary character of the field, the authors switch to aspects of human speech and language containing speech production and perception, and linguistic and paralinguistic aspects. The authors will also focus on the signal processing and machine learning aspects of the actual computational modelling of emotion and personality and will explain the detection process from corpus collection through feature extraction and model testing to system integration. After a general introduction into computational modelling of emotion and personality including pre-processing, feature extraction and machine learning algorithms, acoustic and linguistic analyses will each be handled in separate chapters. Once emotion and personality have been recognised by a technical system, the question arises how to best integrate this information in a system context, in particular dealing with uncertainty - an aspect often handled with lower attention, neglecting its high importance. The authors will cover this providing an extra chapter on aspects in this context as standards for emotion and personality, dealing with error-prone prediction results, real-time issues, application design, and real-life evaluation of systems. The book will end with a tutorial enabling the reader to build an emotion detection model on an existing corpus. This hands-on approach by integrating actual data sets, software, and open-source utilities will make the book invaluable as a teaching tool and similarly useful for those professionals already in the field"--
ویراست دیگر از اثر در قالب دیگر رسانه
عنوان
Computational paralinguistics.
شماره استاندارد بين المللي کتاب و موسيقي
9781119971368
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Computational linguistics.
موضوع مستند نشده
Emotive (Linguistics)
موضوع مستند نشده
Human-computer interaction.
موضوع مستند نشده
Language and emotions.
موضوع مستند نشده
Linguistic models-- Data processing.
موضوع مستند نشده
Paralinguistics.
موضوع مستند نشده
Psycholinguistics-- Data processing.
موضوع مستند نشده
Speech processing systems.
مقوله موضوعی
موضوع مستند نشده
LAN-- 000000
رده بندی ديویی
شماره
401/
.
90285
ويراست
23
رده بندی کنگره
شماره رده
P37
.
5
.
D37
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )