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Anna Esposito - Neural Approaches to Dynamics of Signal Exchanges

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Anna Esposito Neural Approaches to Dynamics of Signal Exchanges

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The book presents research that contributes to the development of intelligent dialog systems to simplify diverse aspects of everyday life, such as medical diagnosis and entertainment. Covering major thematic areas: machine learning and artificial neural networks; algorithms and models; and social and biometric data for applications in humancomputer interfaces, it discusses processing of audio-visual signals for the detection of user-perceived states, the latest scientific discoveries in processing verbal (lexicon, syntax, and pragmatics), auditory (voice, intonation, vocal expressions) and visual signals (gestures, body language, facial expressions), as well as algorithms for detecting communication disorders, remote health-status monitoring, sentiment and affect analysis, social behaviors and engagement. Further, it examines neural and machine learning algorithms for the implementation of advanced telecommunication systems, communication with people with special needs, emotion modulation by computer contents, advanced sensors for tracking changes in real-life and automatic systems, as well as the development of advanced humancomputer interfaces. The book does not focus on solving a particular problem, but instead describes the results of research that has positive effects in different fields and applications.

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Contents
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Volume 151 Smart Innovation Systems and Technologies Series Editors Robert - photo 1
Volume 151
Smart Innovation, Systems and Technologies
Series Editors
Robert J. Howlett
Bournemouth University and KES International, Shoreham-by-sea, UK
Lakhmi C. Jain
Faculty of Engineering and Information Technology, Centre for Artificial Intelligence, University of Technology Sydney, Sydney, NSW, Australia

The Smart Innovation, Systems and Technologies book series encompasses the topics of knowledge, intelligence, innovation and sustainability. The aim of the series is to make available a platform for the publication of books on all aspects of single and multi-disciplinary research on these themes in order to make the latest results available in a readily-accessible form. Volumes on interdisciplinary research combining two or more of these areas is particularly sought.

The series covers systems and paradigms that employ knowledge and intelligence in a broad sense. Its scope is systems having embedded knowledge and intelligence, which may be applied to the solution of world problems in industry, the environment and the community. It also focusses on the knowledge-transfer methodologies and innovation strategies employed to make this happen effectively. The combination of intelligent systems tools and a broad range of applications introduces a need for a synergy of disciplines from science, technology, business and the humanities. The series will include conference proceedings, edited collections, monographs, handbooks, reference books, and other relevant types of book in areas of science and technology where smart systems and technologies can offer innovative solutions.

High quality content is an essential feature for all book proposals accepted for the series. It is expected that editors of all accepted volumes will ensure that contributions are subjected to an appropriate level of reviewing process and adhere to KES quality principles.

** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, SCOPUS, Google Scholar and Springerlink **

More information about this series at http://www.springer.com/series/8767

Editors
Anna Esposito , Marcos Faundez-Zanuy , Francesco Carlo Morabito and Eros Pasero
Neural Approaches to Dynamics of Signal Exchanges
Editors Anna Esposito Department of Psychology University of Campania Luigi - photo 2
Editors
Anna Esposito
Department of Psychology, University of Campania Luigi Vanvitelli, Caserta, Italy
International Institute for Advanced Scientific Studies (IIASS), Italy
Marcos Faundez-Zanuy
Tecnocampus, Matar, Spain
Francesco Carlo Morabito
Department of Civil, Environment, Energy and Materials Engineering, Mediterranea University of Reggio Calabria, Reggio Calabria, Italy
Eros Pasero
Dipartimento di Elettronica e Telecomunicazioni, Politecnico di Torino, Turin, Italy
ISSN 2190-3018 e-ISSN 2190-3026
Smart Innovation, Systems and Technologies
ISBN 978-981-13-8949-8 e-ISBN 978-981-13-8950-4
https://doi.org/10.1007/978-981-13-8950-4
Springer Nature Singapore Pte Ltd. 2020
This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed.
The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.
The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd.

The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore

Preface

The book aims to assemble research from different fields and create a common public data framework for a large variety of applications that may range from medical diagnosis to entertainment devices (speech, facial expressions, gaze and gesture), holding the promises to contribute to the development of intelligent interactive dialog systems that simplify everyday-life man-machine interaction by taking into account individual, socio-cultural differences, and contextual instances, intended here as the dynamics of values that contextual variables assume at a given instant. Interdisciplinary aspects are taken into account and research is proposed from different fields: mathematics, computer vision, speech analysis and synthesis, machine learning, signal processing, telecommunication, human-computer interaction, psychology, anthropology, sociology, neural networks, machine learning, and advanced sensing.

The topics of this book vary from the processing of audio-visual signals to the detection of user perceived states, dedicating a section to the last scientific discoveries in processing verbal (lexicon, syntax, and pragmatics), auditory (voice, intonation, vocal expressions) and visual signals (gestures, body language, facial expressions), as well as to algorithms for detecting communication disorders, remote health status monitoring, sentiment and affect analysis, social behaviors and engagements.

The remaining sections are dedicated to neural and machine learning algorithms for the implementation of advanced telecommunication systems, communication with people with special needs, emotion modulation by computer contents, advanced sensors for tracking changes in real-life and automatic systems, as well as the development of advanced human-computer interfaces. This socio-emotional content is vital for building trusting, productive relationships that go beyond purely factual and task oriented communication and the proposed technological solutions will enhance and improve the efficiency of European industry and the quality of service provided to citizens. Therefore, the proposed book has a wide view and does not focus on solving a particular problem, rather describe the results of a research that has positive effects in different fields and for different applications.

The contributions in the book cover different scientific areas according to the thematic classification reported below, even though these areas are closely connected in the themes they afford and provide fundamental insights for the cross-fertilization of different disciplines:
  • Machine learning and Artificial Neural Networks: Algorithms and models,

  • Social and biometric data for applications in human-computer interfaces

It must be said that human data analysis is central to many endeavors both in basic research and across application domains, and that the contributes proposed in this book aim to enable human centered informatics.

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