The handbook of multimodal-multisensor interfaces. (Record no. 371)
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| 001 - CONTROL NUMBER | |
| control field | 011453107990 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MOCL |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260528133338.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | m eo d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr cn |||m|||a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 181110s2019 nyua fob 001 0deng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781970001693 |
| Qualifying information | ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9781970001709 |
| Qualifying information | ePub |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9781970001686 |
| Qualifying information | paperback |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9781970001716 |
| Qualifying information | hardcover |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1145/3107990 |
| Source of number or code | doi |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (CaBNVSL)swl000408782 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)1062373656 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | CaBNVSL |
| Language of cataloging | eng |
| Description conventions | rda |
| Transcribing agency | CaBNVSL |
| Modifying agency | CaBNVSL |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | QA76.9.U83 |
| Item number | O9332 2019 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 005.437 |
| Edition information | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Oviatt, Sharon, |
| Relator term | author. |
| 245 14 - TITLE STATEMENT | |
| Title | The handbook of multimodal-multisensor interfaces. |
| Number of part/section of a work | Volume 2, |
| Name of part/section of a work | Signal processing, architectures, and detection of emotion and cognition / |
| Statement of responsibility, etc. | Sharon Oviatt, Bj�orn Schuller, Philip R. Cohen, Daniel Sonntag, Gerasimos Potamianos, Antonio Kruger. |
| 246 30 - VARYING FORM OF TITLE | |
| Title proper/short title | Signal processing, architectures, and detection of emotion and cognition |
| 250 ## - EDITION STATEMENT | |
| Edition statement | First edition. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | [New York] : |
| Name of producer, publisher, distributor, manufacturer | Association for Computing Machinery ; |
| Place of production, publication, distribution, manufacture | [San Rafael, California] : |
| Name of producer, publisher, distributor, manufacturer | Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2019. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 PDF (xxiii, 515 pages) : |
| Other physical details | illustrations. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media type term | electronic |
| Source | isbdmedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | online resource |
| Source | rdacarrier |
| 490 1# - SERIES STATEMENT | |
| Series statement | ACM books, |
| International Standard Serial Number | 2374-6777 ; |
| Volume/sequential designation | #21 |
| 538 ## - SYSTEM DETAILS NOTE | |
| System details note | Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE | |
| System details note | System requirements: Adobe Acrobat Reader. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Introduction: Trends in intelligent multimodal-multisensorial interfaces: cognition, emotion, social signals, deep learning, and more -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Part I. Multimodal signal processing and architectures |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 1. Challenges and applications in multimodal machine learning / Tadas Baltrusaitis, Chaitanya Ahuja, Louis-Philippe Morency -- 1.1 Introduction -- 1.2 Multimodal Applications -- 1.3 Multimodal Representations -- 1.4 Co-learning -- 1.5 Conclusion -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 2. Classifying multimodal data / Ethem Alpaydin -- 2.1 Introduction -- 2.2 Classifying multimodal data -- 2.3 Early, late, and intermediate integration -- 2.4 Multiple kernel learning -- 2.5 Multimodal deep learning -- 2.6 Conclusions and future work -- Acknowledgments -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 3. Learning for multimodal and affect-sensitive interfaces / Yannis Panagakis, Ognjen Rudovic, Maja Pantic -- 3.1 Introduction -- 3.2 Correlation analysis methods -- 3.3 Temporal modeling of facial expressions -- 3.4 Context dependency -- 3.5 Model adaptation -- 3.6 Conclusion -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 4. Deep learning for multisensorial and multimodal interaction / Gil Keren, Amr El-desoky Mousa, Olivier Pietquin, Stefanos Zafeiriou, Bj�orn Schuller -- 4.1 Introduction -- 4.2 Fusion models -- 4.3 Encoder-decoder models -- 4.4 Multimodal embedding models -- 4.5 Perspectives -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Part II. Multimodal processing of social and emotional states -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 5. Multimodal user state and trait recognition: an overview / Bj�orn Schuller -- 5.1 Introduction -- 5.2 Modeling -- 5.3 An overview on attempted multimodal stait and trait recognition -- 5.4 Architectures -- 5.5 A modern architecture perspective -- 5.6 Modalities -- 5.7 Walk-through of an example state -- 5.8 Emerging trends and future directions -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 6. Multimodal-multisensor affect detection / Sidney K. D'Mello, Nigel Bosch, Huili Chen -- 6.1 Introduction -- 6.2 Background from affective sciences -- 6.3 Modality fusion for multimodal-multisensor affect detection -- 6.4 Walk-throughs of sample multisensor-multimodal affect detection systems -- 6.5 General trends and state of the art in multisensor-multimodal affect detection -- 6.6 Discussion -- Acknowledgments -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 7. Multimodal analysis of social signals / Alessandro Vinciarelli, Anna Esposito -- 7.1 Introduction -- 7.2 Multimodal communication in life and human sciences -- 7.3 Multimodal analysis of social signals -- 7.4 Next steps -- 7.5 Conclusions -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 8. Real-time sensing of affect and social signals in a multimodal framework: a practical approach / Johannes Wagner, Elisabeth Andre -- 8.1 Introduction -- 8.2 Database collection -- 8.3 Multimodal fusion -- 8.4 Online recognition -- 8.5 Requirements for a multimodal framework -- 8.6 The social signal interpretation framework -- 8.7 Conclusion -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 9. How do users perceive multimodal expressions of affects? / Jean-Claude Martin, Celine Clavel, Matthieu Courgeon, Mehdi Ammi, Michel-Ange Amorim, Yacine Tsalamlal, Yoren Gaffary -- 9.1 Introduction -- 9.2 Emotions and their expressions -- 9.3 How humans perceive combinations of expressions of affects in several modalities -- 9.4 Impact of context on the perception of expressions of affects -- 9.5 Conclusion -- Focus Questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Part III. Multimodal processing of cognitive states -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 10. Multimodal behavioral and physiological signals as indicators of cognitive load / Jianlong Zhou, Kun Yu, Fang Chen, Yang Wang, Syed Z. Arshad -- 10.1 Introduction -- 10.2 State-of-the-art -- 10.3 Behavioral measures for cognitive load -- 10.4 Physiological measures for cognitive load -- 10.5 Multimodal signals and data fusion -- 10.6 Conclusion -- Funding -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 11. Multimodal learning analytics: assessing learners' mental state during the process of learning / Sharon Oviatt, Joseph Grafsgaard, Lei Chen, Xavier Ochoa --11.1 Introduction -- 11.2 What is multimodal learning analytics? -- 11.3 What data resources are available on multimodal learning analytics? -- 11.4 What are the main themes from research findings on multimodal learning analytics? -- 11.5 What is the theoretical basis of multimodal learning analytics? -- 11.6 What are the main challenges and limitations of multimodal learning analytics? -- 11.7 Conclusions and future directions -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 12. Multimodal assessment of depression from behavioral signals / Jeffrey F. Cohn, Nicholas Cummins, Julien Epps, Roland Goecke, Jyoti Joshi, Stefan Scherer -- 12.1 Introduction -- 12.2 Depression -- 12.3 Multimodal behavioral signal processing systems -- 12.4 Facial analysis -- 12.5 Speech analysis -- 12.6 Body movement and other behavior analysis -- 12.7 Analysis using other sensor signals -- 12.8 Multimodal fusion -- 12.9 Implementation-related considerations and elicitation approaches -- 12.10 Conclusion and current challenges -- Acknowledgments -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 13. Multimodal deception detection / Mihai Burzo, Mohamed Abouelenien, Veronica Perez-Rosas, Rada Mihalcea -- 13.1 Introduction and motivation -- 13.2 Deception detection with individual modalities -- 13.3 Deception detection with multiple modalities -- 13.4 The way forward -- Acknowledgments -- Focus questions -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Part IV. Multidisciplinary challenge topic -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 14. Perspectives on predictive power of multimodal deep learning: surprises and future directions / Samy Bengio, Li Deng, Louis-Philippe Morency, Bj�orn Schuller -- 14.1 Deep learning as catalyst for scientific discovery -- 14.2 Deep learning in relation to conventional machine learning -- 14.3 Expected surprises of deep learning -- 14.4 The future of deep learning -- 14.5 Responsibility in deep learning -- 14.6 Conclusion -- References -- |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Index -- Biographies -- Volume 2 Glossary. |
| 520 3# - SUMMARY, ETC. | |
| Summary, etc. | The content of this handbook is most appropriate for graduate students and of primary interest to students studying computer science and information technology, human-computer interfaces, mobile and ubiquitous interfaces, affective and behavioral computing, machine learning, and related multidisciplinary majors. When teaching graduate classes with this book, whether in a quarter- or semester-long course, we recommend initially requiring that students spend two weeks reading the introductory textbook, The Paradigm Shift to Multimodality in Contemporary Interfaces (Morgan & Claypool Publishers, Human-Centered Interfaces Synthesis Series, 2015). With this orientation, a graduate class providing an overview of multimodal-multisensor interfaces then could select chapters from the current handbook, distributed across topics in the different sections. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Also available in print. |
| 588 ## - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Title from PDF title page (viewed on November 10, 2018). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Multimodal user interfaces (Computer systems) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Human-computer interaction. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Signal processing. |
| 655 #0 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Schuller, Bj�orn, |
| Relator term | author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Cohen, Philip R., |
| Relator term | author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sonntag, Daniel, |
| Relator term | author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Potamianos, Gerasimos, |
| Relator term | author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kruger, Antonio, |
| Relator term | author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version: |
| International Standard Book Number | 9781970001716 |
| -- | 9781970001686 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | ACM books ; |
| Volume/sequential designation | #21. |
| International Standard Serial Number | 2374-6777 |
| 856 48 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Abstract with links to full text |
| Uniform Resource Identifier | <a href="http://dx.doi.org/10.1145/3107990">http://dx.doi.org/10.1145/3107990</a> |
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