Robust Multimodal Cognitive Load Measurement

Author : Fang Chen,Jianlong Zhou,Yang Wang,Kun Yu,Syed Z. Arshad,Ahmad Khawaji,Dan Conway
Publisher : Springer
Page : 254 pages
File Size : 55,7 Mb
Release : 2016-06-14
Category : Computers
ISBN : 9783319317007

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Robust Multimodal Cognitive Load Measurement by Fang Chen,Jianlong Zhou,Yang Wang,Kun Yu,Syed Z. Arshad,Ahmad Khawaji,Dan Conway Pdf

This book explores robust multimodal cognitive load measurement with physiological and behavioural modalities, which involve the eye, Galvanic Skin Response, speech, language, pen input, mouse movement and multimodality fusions. Factors including stress, trust, and environmental factors such as illumination are discussed regarding their implications for cognitive load measurement. Furthermore, dynamic workload adjustment and real-time cognitive load measurement with data streaming are presented in order to make cognitive load measurement accessible by more widespread applications and users. Finally, application examples are reviewed demonstrating the feasibility of multimodal cognitive load measurement in practical applications. This is the first book of its kind to systematically introduce various computational methods for automatic and real-time cognitive load measurement and by doing so moves the practical application of cognitive load measurement from the domain of the computer scientist and psychologist to more general end-users, ready for widespread implementation. Robust Multimodal Cognitive Load Measurement is intended for researchers and practitioners involved with cognitive load studies and communities within the computer, cognitive, and social sciences. The book will especially benefit researchers in areas like behaviour analysis, social analytics, human-computer interaction (HCI), intelligent information processing, and decision support systems.

Author : Robert Z. Zheng
Publisher : Routledge
Page : 278 pages
File Size : 48,5 Mb
Release : 2017-11-22
Category : Education
ISBN : 9781315296234

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Cognitive Load Measurement and Application by Robert Z. Zheng Pdf

Cognitive Load Measurement and Application provides up-to-date research and theory on the functional role of cognitive load measurement and its application in multimedia and visual learning. Grounded in a sound theoretical framework, this edited volume introduces methodologies and strategies that effect high-quality cognitive load measurement in learning. Case studies are provided to aid readers in comprehension and application within various learning situations, and the book concludes with a review of the possible future directions of the discipline.

Author : Sharon Oviatt,Björn Schuller,Philip Cohen,Daniel Sonntag,Gerasimos Potamianos,Antonio Krüger
Publisher : Morgan & Claypool
Page : 555 pages
File Size : 46,6 Mb
Release : 2018-10-08
Category : Computers
ISBN : 9781970001693

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The Handbook of Multimodal-Multisensor Interfaces, Volume 2 by Sharon Oviatt,Björn Schuller,Philip Cohen,Daniel Sonntag,Gerasimos Potamianos,Antonio Krüger Pdf

The Handbook of Multimodal-Multisensor Interfaces provides the first authoritative resource on what has become the dominant paradigm for new computer interfaces: user input involving new media (speech, multi-touch, hand and body gestures, facial expressions, writing) embedded in multimodal-multisensor interfaces that often include biosignals. This edited collection is written by international experts and pioneers in the field. It provides a textbook, reference, and technology roadmap for professionals working in this and related areas. This second volume of the handbook begins with multimodal signal processing, architectures, and machine learning. It includes recent deep learning approaches for processing multisensorial and multimodal user data and interaction, as well as context-sensitivity. A further highlight is processing of information about users' states and traits, an exciting emerging capability in next-generation user interfaces. These chapters discuss real-time multimodal analysis of emotion and social signals from various modalities, and perception of affective expression by users. Further chapters discuss multimodal processing of cognitive state using behavioral and physiological signals to detect cognitive load, domain expertise, deception, and depression. This collection of chapters provides walk-through examples of system design and processing, information on tools and practical resources for developing and evaluating new systems, and terminology and tutorial support for mastering this rapidly expanding field. In the final section of this volume, experts exchange views on the timely and controversial challenge topic of multimodal deep learning. The discussion focuses on how multimodal-multisensor interfaces are most likely to advance human performance during the next decade.

Author : Kyandoghere Kyamakya,Fadi Al-Machot,Ahmad Haj Mosa,Hamid Bouchachia,Jean Chamberlain Chedjou,Antoine Bagula
Publisher : MDPI
Page : 550 pages
File Size : 44,8 Mb
Release : 2021-09-01
Category : Technology & Engineering
ISBN : 9783036511382

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Emotion and Stress Recognition Related Sensors and Machine Learning Technologies by Kyandoghere Kyamakya,Fadi Al-Machot,Ahmad Haj Mosa,Hamid Bouchachia,Jean Chamberlain Chedjou,Antoine Bagula Pdf

This book includes impactful chapters which present scientific concepts, frameworks, architectures and ideas on sensing technologies and machine learning techniques. These are relevant in tackling the following challenges: (i) the field readiness and use of intrusive sensor systems and devices for capturing biosignals, including EEG sensor systems, ECG sensor systems and electrodermal activity sensor systems; (ii) the quality assessment and management of sensor data; (iii) data preprocessing, noise filtering and calibration concepts for biosignals; (iv) the field readiness and use of nonintrusive sensor technologies, including visual sensors, acoustic sensors, vibration sensors and piezoelectric sensors; (v) emotion recognition using mobile phones and smartwatches; (vi) body area sensor networks for emotion and stress studies; (vii) the use of experimental datasets in emotion recognition, including dataset generation principles and concepts, quality insurance and emotion elicitation material and concepts; (viii) machine learning techniques for robust emotion recognition, including graphical models, neural network methods, deep learning methods, statistical learning and multivariate empirical mode decomposition; (ix) subject-independent emotion and stress recognition concepts and systems, including facial expression-based systems, speech-based systems, EEG-based systems, ECG-based systems, electrodermal activity-based systems, multimodal recognition systems and sensor fusion concepts and (x) emotion and stress estimation and forecasting from a nonlinear dynamical system perspective. This book, emerging from the Special Issue of the Sensors journal on “Emotion and Stress Recognition Related Sensors and Machine Learning Technologies” emerges as a result of the crucial need for massive deployment of intelligent sociotechnical systems. Such technologies are being applied in assistive systems in different domains and parts of the world to address challenges that could not be addressed without the advances made in these technologies.

Author : Ngoc Thanh Nguyen,Tien Khoa Tran,Ualsher Tukayev,Tzung-Pei Hong,Bogdan Trawiński,Edward Szczerbicki
Publisher : Springer Nature
Page : 766 pages
File Size : 51,6 Mb
Release : 2022-12-08
Category : Computers
ISBN : 9783031219672

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Intelligent Information and Database Systems by Ngoc Thanh Nguyen,Tien Khoa Tran,Ualsher Tukayev,Tzung-Pei Hong,Bogdan Trawiński,Edward Szczerbicki Pdf

This book constitutes the refereed proceedings of the 14th Asian Conference on Intelligent Information and Database Systems, ACIIDS 2022, held Ho Chi Minh City, Vietnam in November 2022. The 113 full papers accepted for publication in these proceedings were carefully reviewed and selected from 406 submissions. The papers of the 2 volume-set are organized in the following topical sections: data mining and machine learning methods, advanced data mining techniques and applications, intelligent and contextual systems, natural language processing, network systems and applications, computational imaging and vision, decision support and control systems, and data modeling and processing for industry 4.0. The accepted and presented papers focus on new trends and challenges facing the intelligent information and database systems community.

Author : John S Gero
Publisher : Springer Nature
Page : 819 pages
File Size : 53,7 Mb
Release : 2023-01-04
Category : Technology & Engineering
ISBN : 9783031204180

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Design Computing and Cognition’22 by John S Gero Pdf

This book reports research and development that represent the state of the art in artificial intelligence in design, design cognition, design neurocognition, and design theories from the Tenth International Conference on Design Computing and Cognition held in Glasgow, UK, in 2022. The 48 chapters are grouped under the headings of natural language processing and design; design cognition; design neurocognition; learning and design; creative design and co-design; shape grammars; quantum computing; and human behavior. These contributions are of particular interest to design researchers and design educators, as well as to users of advanced computation and cognitive science. This book contains knowledge about the cognitive and neurocognitive behavior of designers, which is valuable to those who need to gain a better understanding of designing.

Author : Ig Ibert Bittencourt,Mutlu Cukurova,Kasia Muldner,Rose Luckin,Eva Millán
Publisher : Springer Nature
Page : 458 pages
File Size : 49,9 Mb
Release : 2020-07-04
Category : Computers
ISBN : 9783030522407

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Artificial Intelligence in Education by Ig Ibert Bittencourt,Mutlu Cukurova,Kasia Muldner,Rose Luckin,Eva Millán Pdf

This two-volume set LNAI 12163 and 12164 constitutes the refereed proceedings of the 21th International Conference on Artificial Intelligence in Education, AIED 2020, held in Ifrane, Morocco, in July 2020.* The 49 full papers presented together with 66 short, 4 industry & innovation, 4 doctoral consortium, and 4 workshop papers were carefully reviewed and selected from 214 submissions. The conference provides opportunities for the cross-fertilization of approaches, techniques and ideas from the many fields that comprise AIED, including computer science, cognitive and learning sciences, education, game design, psychology, sociology, linguistics as well as many domain-specific areas. ​*The conference was held virtually due to the COVID-19 pandemic.

Author : Ngoc Thanh Nguyen,Lazaros Iliadis,Ilias Maglogiannis,Bogdan Trawiński
Publisher : Springer Nature
Page : 817 pages
File Size : 48,6 Mb
Release : 2021-09-29
Category : Computers
ISBN : 9783030880811

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Computational Collective Intelligence by Ngoc Thanh Nguyen,Lazaros Iliadis,Ilias Maglogiannis,Bogdan Trawiński Pdf

This book constitutes the refereed proceedings of the 13th International Conference on Computational Collective Intelligence, ICCCI 2021, held in September/October 2021. The conference was held virtually due to the COVID-19 pandemic. The 58 full papers were carefully reviewed and selected from 230 submissions. The papers are grouped in topical issues on knowledge engineering and semantic web; social networks and recommender systems; collective decision-making; cooperative strategies for decision making and optimization; data mining and machine learning; computer vision techniques; natural language processing; Internet of Things: technologies and applications; Internet of Things and computational technologies for collective intelligence; computational intelligence for multimedia understanding.

Author : Fred D. Davis,René Riedl,Jan vom Brocke,Pierre-Majorique Léger,Adriane Randolph,Thomas Fischer
Publisher : Springer Nature
Page : 372 pages
File Size : 49,5 Mb
Release : 2019-10-23
Category : Computers
ISBN : 9783030281441

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Information Systems and Neuroscience by Fred D. Davis,René Riedl,Jan vom Brocke,Pierre-Majorique Léger,Adriane Randolph,Thomas Fischer Pdf

This book presents the proceedings of the NeuroIS Retreat 2019, held on June 4–6 in Vienna, Austria, reporting on topics at the intersection of information systems (IS) research, neurophysiology and the brain sciences. Featuring the latest findings from top scholars in the field, it offers detailed insights into the neurobiology underlying IS behavior, essential methods and tools and their applications for IS, as well as applying neuroscience and neurophysiological to advance IS theory.

Author : Tra&Co Group
Publisher : Language Science Press
Page : 204 pages
File Size : 42,5 Mb
Release : 2021
Category : Language Arts & Disciplines
ISBN : 9783961103041

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Translation, interpreting, cognition by Tra&Co Group Pdf

Cognitive aspects of the translation process have become central in Translation and Interpreting Studies in recent years, further establishing the field of Cognitive Translatology. Empirical and interdisciplinary studies investigating translation and interpreting processes promise a hitherto unprecedented predictive and explanatory power. This collection contains such studies which observe behaviour during translation and interpreting. The contributions cover a vast area and investigate behaviour during translation and interpreting – with a focus on training of future professionals, on language processing more generally, on the role of technology in the practice of translation and interpreting, on translation of multimodal media texts, on aspects of ergonomics and usability, on emotions, self-concept and psychological factors, and finally also on revision and post-editing. For the present publication, we selected a number of contributions presented at the Second International Congress on Translation, Interpreting and Cognition hosted by the Tra&Co Lab at the Johannes Gutenberg University of Mainz.

Author : Margherita Antona,Constantine Stephanidis
Publisher : Springer
Page : 737 pages
File Size : 44,6 Mb
Release : 2015-07-18
Category : Computers
ISBN : 9783319206844

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Universal Access in Human-Computer Interaction. Access to Learning, Health and Well-Being by Margherita Antona,Constantine Stephanidis Pdf

The four LNCS volume set 9175-9178 constitutes the refereed proceedings of the 9th International Conference on Learning and Collaboration Technologies, UAHCI 2015, held as part of the 17th International Conference on Human-Computer Interaction, HCII 2015, in Los Angeles, CA, USA in August 2015, jointly with 15 other thematically similar conferences. The total of 1462 papers and 246 posters presented at the HCII 2015 conferences were carefully reviewed and selected from 4843 submissions. These papers of the four volume set address the following major topics: LNCS 9175, Universal Access in Human-Computer Interaction: Access to today's technologies (Part I), addressing the following major topics: LNCS 9175: Design and evaluation methods and tools for universal access, universal access to the web, universal access to mobile interaction, universal access to information, communication and media. LNCS 9176: Gesture-based interaction, touch-based and haptic Interaction, visual and multisensory experience, sign language technologies and smart and assistive environments LNCS 9177: Universal Access to Education, universal access to health applications and services, games for learning and therapy, and cognitive disabilities and cognitive support and LNCS 9178: Universal access to culture, orientation, navigation and driving, accessible security and voting, universal access to the built environment and ergonomics and universal access.

Author : Alexander Toet,Anne-Marie Brouwer,Jaroslaw Jerzy Barski,Andrew Spink,Gernot Riedel,Raphaëlle N. Roy
Publisher : Frontiers Media SA
Page : 199 pages
File Size : 51,5 Mb
Release : 2022-02-07
Category : Science
ISBN : 9782889743421

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Developments in Implicit Measurements by Alexander Toet,Anne-Marie Brouwer,Jaroslaw Jerzy Barski,Andrew Spink,Gernot Riedel,Raphaëlle N. Roy Pdf

Author : Don Harris
Publisher : Springer
Page : 741 pages
File Size : 51,7 Mb
Release : 2018-07-10
Category : Computers
ISBN : 9783319911229

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Engineering Psychology and Cognitive Ergonomics by Don Harris Pdf

This book constitutes the proceedings of the 14th International Conference on Engineering Psychology and Cognitive Ergonomics, EPCE 2018, held as part of the 20th International Conference, HCI International 2018, which took place in Las Vegas, Nevada, in July 2018. The total of 1171 papers and 160 posters included in the 30 HCII 2018 proceedings volumes was carefully reviewed and selected from 4346 submissions. EPCE 2018 includes a total of 57 papers; they were organized in topical sections named: mental workload and human error; situation awareness, training and team working; psychophysiological measures and assessment; interaction, cognition and emotion; and cognition in aviation and space.

Author : Jianlong Zhou,Fang Chen
Publisher : Springer
Page : 482 pages
File Size : 45,7 Mb
Release : 2018-06-07
Category : Computers
ISBN : 9783319904030

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Human and Machine Learning by Jianlong Zhou,Fang Chen Pdf

With an evolutionary advancement of Machine Learning (ML) algorithms, a rapid increase of data volumes and a significant improvement of computation powers, machine learning becomes hot in different applications. However, because of the nature of “black-box” in ML methods, ML still needs to be interpreted to link human and machine learning for transparency and user acceptance of delivered solutions. This edited book addresses such links from the perspectives of visualisation, explanation, trustworthiness and transparency. The book establishes the link between human and machine learning by exploring transparency in machine learning, visual explanation of ML processes, algorithmic explanation of ML models, human cognitive responses in ML-based decision making, human evaluation of machine learning and domain knowledge in transparent ML applications. This is the first book of its kind to systematically understand the current active research activities and outcomes related to human and machine learning. The book will not only inspire researchers to passionately develop new algorithms incorporating human for human-centred ML algorithms, resulting in the overall advancement of ML, but also help ML practitioners proactively use ML outputs for informative and trustworthy decision making. This book is intended for researchers and practitioners involved with machine learning and its applications. The book will especially benefit researchers in areas like artificial intelligence, decision support systems and human-computer interaction.

Author : Mir Abolfazl Mostafavi,Géraldine Del Mondo
Publisher : Springer Nature
Page : 197 pages
File Size : 43,8 Mb
Release : 2023-06-04
Category : Computers
ISBN : 9783031346125

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Web and Wireless Geographical Information Systems by Mir Abolfazl Mostafavi,Géraldine Del Mondo Pdf

This volume LNCS 13912 constitutes the refereed proceedings of the 20th International Symposium on Web and Wireless Geographical Information Systems, W2GIS 2023, in June 12-13, 2023 in Quebec City, QC, Canada. The 9 full papers presented together with 2 short papers were carefully reviewed and selected from 14 submissions. The conference focuses on topics such as Sensors Networks and Data Steaming; Mobility and Navigation; AI for Mobility Data Analytics; Volunteered Geographic information (VGI); Network Analysis and Geovisualization.