Explainable Ai And User Experience Prototyping And Evaluating An Ux Optimized Xai Interface In Computer Vision

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Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision

Author : Georg Dedikov
Publisher : GRIN Verlag
ISBN 13 : 3346873854
Total Pages : 157 pages
Book Rating : 4.3/5 (468 download)

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Book Synopsis Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision by : Georg Dedikov

Download or read book Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision written by Georg Dedikov and published by GRIN Verlag. This book was released on 2023-05-16 with total page 157 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master's Thesis from the year 2023 in the subject Computer Science - SEO, Search Engine Optimization, grade: 1,0, University of Regensburg (Professur für Wirtschaftsinformatik, insb. Internet Business & Digitale Soziale Medien), language: English, abstract: This thesis presents a toolkit of 17 user experience (UX) principles, which are categorized according to their relevance towards Explainable AI (XAI). The goal of Explainable AI has been widely associated in literature with dimensions of comprehensibility, usefulness, trust, and acceptance. Moreover, authors in academia postulate that research should rather focus on the development of holistic explanation interfaces instead of single visual explanations. Consequently, the focus of XAI research should be more on potential users and their needs, rather than purely technical aspects of XAI methods. Considering these three impediments, the author of this thesis derives the assumption to bring valuable insights from the research area of User Interface (UI) and User Experience design into XAI research. Basically, UX is concerned with the design and evaluation of pragmatic and hedonic aspects of a user’s interaction with a system in some context. These principles are taken into account in the subsequent prototyping of a custom XAI system called Brain Tumor Assistant (BTA). Here, a pre-trained EfficientNetB0 is used as a Convolutional Neural Network that can divide x-ray images of a human brain into four classes with an overall accuracy of 98%. To generate factual explanations, Local Interpretable Model-agnostic Explanations are subsequently applied as an XAI method. The following evaluation of the BTA is based on the so-called User Experience Questionnaire (UEQ) according to Laugwitz et al. (2008), whereby single items of the questionnaire are adapted to the specific context of XAI. Quantitative data from a study with 50 participants in each control and treatment group is used to present a standardized way of quantifying the dimensions of Usability and UX specifically for XAI systems. Furthermore, through an A/B test, evidence is presented that visual explanations have a significant (α=0.05) positive effect on the dimensions of attractiveness, usefulness, controllability, and trustworthiness. In summary, this thesis proves that explanations in computer vision not only have a significantly positive effect on trustworthiness, but also on other dimensions.

Advances in Usability and User Experience

Author : Tareq Ahram
Publisher : Springer
ISBN 13 : 3319604929
Total Pages : 711 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Advances in Usability and User Experience by : Tareq Ahram

Download or read book Advances in Usability and User Experience written by Tareq Ahram and published by Springer. This book was released on 2017-06-22 with total page 711 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on emerging issues in usability, interface design, human computer interaction and user experience, with a special emphasis on the research aimed at understanding human-interaction and usability issues with products, services and systems for improved experience. It covers modeling as well as innovative design concepts, with a special emphasis to user-centered design, and design for special populations, particularly the elderly. Virtual reality, digital environments, heuristic evaluation and feedback of devices’ interfaces (visual and haptic) are also among the topics covered in this book. Based on the AHFE 2017 Conference on Usability & User Experience, held on July 17-21, 2017, in Los Angeles, California, USA, the book describes new findings, research methods and user-centered evaluation approaches.

Measuring the User Experience

Author : Bill Albert
Publisher : Newnes
ISBN 13 : 0124157920
Total Pages : 320 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Measuring the User Experience by : Bill Albert

Download or read book Measuring the User Experience written by Bill Albert and published by Newnes. This book was released on 2013-05-23 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measuring the User Experience was the first book that focused on how to quantify the user experience. Now in the second edition, the authors include new material on how recent technologies have made it easier and more effective to collect a broader range of data about the user experience. As more UX and web professionals need to justify their design decisions with solid, reliable data, Measuring the User Experience provides the quantitative analysis training that these professionals need. The second edition presents new metrics such as emotional engagement, personas, keystroke analysis, and net promoter score. It also examines how new technologies coming from neuro-marketing and online market research can refine user experience measurement, helping usability and user experience practitioners make business cases to stakeholders. The book also contains new research and updated examples, including tips on writing online survey questions, six new case studies, and examples using the most recent version of Excel. Learn which metrics to select for every case, including behavioral, physiological, emotional, aesthetic, gestural, verbal, and physical, as well as more specialized metrics such as eye-tracking and clickstream data Find a vendor-neutral examination of how to measure the user experience with web sites, digital products, and virtually any other type of product or system Discover in-depth global case studies showing how organizations have successfully used metrics and the information they revealed Companion site, www.measuringux.com, includes articles, tools, spreadsheets, presentations, and other resources to help you effectively measure the user experience

Artificial Intelligence in HCI

Author : Helmut Degen
Publisher : Springer Nature
ISBN 13 : 3031056434
Total Pages : 623 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Artificial Intelligence in HCI by : Helmut Degen

Download or read book Artificial Intelligence in HCI written by Helmut Degen and published by Springer Nature. This book was released on 2022-05-14 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Third International Conference on Artificial Intelligence in HCI, AI-HCI 2022, which was held as part of HCI International 2022 and took place virtually during June 26 – July 1, 2022. A total of 1271 papers and 275 posters included in the 39 HCII 2022 proceedings volumes. AI-HCI 2022 includes a total of 39 papers; they are grouped thematically as follows: Human-Centered AI; Explainable and Trustworthy AI; UX Design and Evaluation of AI-Enabled Systems; AI Applications in HCI.

Design, User Experience, and Usability. User Experience in Advanced Technological Environments

Author : Aaron Marcus
Publisher : Springer
ISBN 13 : 3030235416
Total Pages : 530 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Design, User Experience, and Usability. User Experience in Advanced Technological Environments by : Aaron Marcus

Download or read book Design, User Experience, and Usability. User Experience in Advanced Technological Environments written by Aaron Marcus and published by Springer. This book was released on 2019-07-10 with total page 530 pages. Available in PDF, EPUB and Kindle. Book excerpt: The four-volume set LNCS 11583, 11584, 11585, and 11586 constitutes the proceedings of the 8th International Conference on Design, User Experience, and Usability, DUXU 2019, held as part of the 21st International Conference, HCI International 2019, which took place in Orlando, FL, USA, in July 2019. The total of 1274 papers and 209 posters included in the 35 HCII 2019 proceedings volumes was carefully reviewed and selected from 5029 submissions. DUXU 2019 includes a total of 167 regular papers, organized in the following topical sections: design philosophy; design theories, methods, and tools; user requirements, preferences emotions and personality; visual DUXU; DUXU for novel interaction techniques and devices; DUXU and robots; DUXU for AI and AI for DUXU; dialogue, narrative, storytelling; DUXU for automated driving, transport, sustainability and smart cities; DUXU for cultural heritage; DUXU for well-being; DUXU for learning; user experience evaluation methods and tools; DUXU practice; DUXU case studies.

Design, User Experience, and Usability. Interaction Design

Author : Aaron Marcus
Publisher : Springer Nature
ISBN 13 : 3030497135
Total Pages : 619 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Design, User Experience, and Usability. Interaction Design by : Aaron Marcus

Download or read book Design, User Experience, and Usability. Interaction Design written by Aaron Marcus and published by Springer Nature. This book was released on 2020-07-10 with total page 619 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 9th International Conference on Design, User Experience, and Usability, DUXU 2020, held as part of the 22nd International Conference on Human-Computer Interaction, HCII 2020, in Copenhagen, Denmark, in July 2020. The conference was held virtually due to the COVID-19 pandemic. From a total of 6326 submissions, a total of 1439 papers and 238 posters has been accepted for publication in the HCII 2020 proceedings. The 40 papers included in this volume were organized in topical sections on UX design methods, tools and guidelines, interaction design and information visualization, and emotional design.

Design, User Experience, and Usability. Theory, Methods, Tools and Practice

Author : Aaron Marcus
Publisher : Springer
ISBN 13 : 3642216757
Total Pages : 740 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Design, User Experience, and Usability. Theory, Methods, Tools and Practice by : Aaron Marcus

Download or read book Design, User Experience, and Usability. Theory, Methods, Tools and Practice written by Aaron Marcus and published by Springer. This book was released on 2011-06-18 with total page 740 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 6769 + LNCS 6770 constitutes the proceedings of the First International Conference on Design, User Experience, and Usability, DUXU 2011, held in Orlando, FL, USA in July 2011 in the framework of the 14th International Conference on Human-Computer Interaction, HCII 2011, incorporating 12 thematically similar conferences. A total of 4039 contributions was submitted to HCII 2011, of which 1318 papers were accepted for publication. The total of 154 contributions included in the DUXU proceedings were carefully reviewed and selected for inclusion in the book. The papers are organized in topical sections on DUXU theory, methods and tools; DUXU guidelines and standards; novel DUXU: devices and their user interfaces; DUXU in industry; DUXU in the mobile and vehicle context; DXU in Web environment; DUXU and ubiquitous interaction/appearance; DUXU in the development and usage lifecycle; DUXU evaluation; and DUXU beyond usability: culture, branding, and emotions.

Advances in Usability, User Experience and Assistive Technology

Author : Tareq Z. Ahram
Publisher : Springer
ISBN 13 : 3319949470
Total Pages : 1018 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Advances in Usability, User Experience and Assistive Technology by : Tareq Z. Ahram

Download or read book Advances in Usability, User Experience and Assistive Technology written by Tareq Z. Ahram and published by Springer. This book was released on 2018-06-27 with total page 1018 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on emerging issues in usability, interface design, human–computer interaction, user experience and assistive technology. It highlights research aimed at understanding human interaction with products, services and systems, and focuses on finding effective approaches for improving user experience. It also discusses key issues in designing and providing assistive devices and services to individuals with disabilities or impairment, to assist mobility, communication, positioning, environmental control and daily living. The book covers modelling as well as innovative design concepts, with a special emphasis on user-centered design, and design for specific populations, particularly the elderly. Virtual reality, digital environments, heuristic evaluation and forms of device interface feedback of (e.g. visual and haptic) are also among the topics covered. Based on the AHFE 2018 Conference on Usability & User Experience and the AHFE 2018 Conference on Human Factors and Assistive Technology, held on July 21–25, 2018, in Orlando, Florida, USA, this book reports on cutting-edge findings, research methods and user-centred evaluation approaches.

Advances in Usability and User Experience

Author : Tareq Ahram
Publisher : Springer
ISBN 13 : 3030191354
Total Pages : 982 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Advances in Usability and User Experience by : Tareq Ahram

Download or read book Advances in Usability and User Experience written by Tareq Ahram and published by Springer. This book was released on 2019-06-12 with total page 982 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on emerging issues in usability, interface design, human–computer interaction, user experience and assistive technology. It highlights research aimed at understanding human interaction with products, services and systems, and focuses on finding effective approaches for improving user experience. It also discusses key issues in designing and providing assistive devices and services to individuals with disabilities or impairment, to assist mobility, communication, positioning, environmental control and daily living. The book covers modelling as well as innovative design concepts, with a special emphasis on user-centered design, and design for specific populations, particularly the elderly. Virtual reality, digital environments, heuristic evaluation and forms of device interface feedback of (e.g. visual and haptic) are also among the topics covered. Based on the both the AHFE 2019 Conference on Usability & User Experience and the AHFE 2019 Conference on Human Factors and Assistive Technology, held on July 24-28, 2019, Washington D.C., USA, this book reports on cutting-edge findings, research methods and user-centred evaluation approaches.

Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Author : Wojciech Samek
Publisher : Springer Nature
ISBN 13 : 3030289540
Total Pages : 435 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Explainable AI: Interpreting, Explaining and Visualizing Deep Learning by : Wojciech Samek

Download or read book Explainable AI: Interpreting, Explaining and Visualizing Deep Learning written by Wojciech Samek and published by Springer Nature. This book was released on 2019-09-10 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of “intelligent” systems that can take decisions and perform autonomously might lead to faster and more consistent decisions. A limiting factor for a broader adoption of AI technology is the inherent risks that come with giving up human control and oversight to “intelligent” machines. For sensitive tasks involving critical infrastructures and affecting human well-being or health, it is crucial to limit the possibility of improper, non-robust and unsafe decisions and actions. Before deploying an AI system, we see a strong need to validate its behavior, and thus establish guarantees that it will continue to perform as expected when deployed in a real-world environment. In pursuit of that objective, ways for humans to verify the agreement between the AI decision structure and their own ground-truth knowledge have been explored. Explainable AI (XAI) has developed as a subfield of AI, focused on exposing complex AI models to humans in a systematic and interpretable manner. The 22 chapters included in this book provide a timely snapshot of algorithms, theory, and applications of interpretable and explainable AI and AI techniques that have been proposed recently reflecting the current discourse in this field and providing directions of future development. The book is organized in six parts: towards AI transparency; methods for interpreting AI systems; explaining the decisions of AI systems; evaluating interpretability and explanations; applications of explainable AI; and software for explainable AI.

Design, User Experience, and Usability: Design Thinking and Practice in Contemporary and Emerging Technologies

Author : Marcelo M. Soares
Publisher : Springer Nature
ISBN 13 : 3031059069
Total Pages : 500 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Design, User Experience, and Usability: Design Thinking and Practice in Contemporary and Emerging Technologies by : Marcelo M. Soares

Download or read book Design, User Experience, and Usability: Design Thinking and Practice in Contemporary and Emerging Technologies written by Marcelo M. Soares and published by Springer Nature. This book was released on 2022-06-16 with total page 500 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Conference on Design, User Experience, and Usability, DUXU 2022, held as part of the 23rd International Conference, HCI International 2022, which was held virtually in June/July 2022. The total of 1271 papers and 275 posters included in the HCII 2022 proceedings was carefully reviewed and selected from 5487 submissions. The DUXU 2022 proceedings comprise three volumes; they were organized in the following topical sections: Part I: Processes, Methods, and Tools for UX Design and Evaluation; User Requirements, Preferences, and UX Influential Factors; Usability, Acceptance, and User Experience Assessment. Part II: Emotion, Motivation, and Persuasion Design; Design for Well-being and Health.- Learning Experience Design; Globalization, Localization, and Culture Issues. Part III: Design Thinking and Philosophy; DUXU Case Studies; Design and User Experience in Emerging Technologies.

Research Methods in Learning Design and Technology

Author : Enilda Romero-Hall
Publisher : Routledge
ISBN 13 : 042953650X
Total Pages : 207 pages
Book Rating : 4.4/5 (295 download)

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Book Synopsis Research Methods in Learning Design and Technology by : Enilda Romero-Hall

Download or read book Research Methods in Learning Design and Technology written by Enilda Romero-Hall and published by Routledge. This book was released on 2020-10-19 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research Methods in Learning Design and Technology explores the many forms, both new and established, that research takes within the field of instructional design and technology (IDT). Chapters by experienced IDT researchers address methodologies such as meta-analysis, social media research, user experience design research, eye-tracking research, and phenomenology, situating each approach within the broader context of how IDT research has evolved and continues to evolve over time. This comprehensive, up-to-date volume familiarizes graduate students, faculty, and instructional design practitioners with the full spectrum of approaches available for investigating the new and changing educational landscapes. The book also discusses the history and prospective future of research methodologies in the IDT field.

Design, User Experience, and Usability: Theory and Practice

Author : Aaron Marcus
Publisher : Springer
ISBN 13 : 3319917978
Total Pages : 811 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Design, User Experience, and Usability: Theory and Practice by : Aaron Marcus

Download or read book Design, User Experience, and Usability: Theory and Practice written by Aaron Marcus and published by Springer. This book was released on 2018-07-10 with total page 811 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set LNCS 10918, 10919, and 10290 constitutes the proceedings of the 7th International Conference on Design, User Experience, and Usability, DUXU 2018, held as part of the 20th International Conference on Human-Computer Interaction, HCII 2018, in Las Vegas, NV, USA in July 2018. The total of 1171 papers presented at the HCII 2018 conferences were carefully reviewed and selected from 4346 submissions. The papers cover the entire field of human-computer interaction, addressing major advances in knowledge and effective use of computers in a variety of applications areas. The total of 165 contributions included in the DUXU proceedings were carefully reviewed and selected for inclusion in this three-volume set. The 55 papers included in this volume are organized in topical sections on design thinking, methods and practice, usability and user experience evaluation methods and tools, and DUXU in software development.

Design, User Experience, and Usability. Design for Contemporary Interactive Environments

Author : Aaron Marcus
Publisher : Springer Nature
ISBN 13 : 3030497607
Total Pages : 744 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Design, User Experience, and Usability. Design for Contemporary Interactive Environments by : Aaron Marcus

Download or read book Design, User Experience, and Usability. Design for Contemporary Interactive Environments written by Aaron Marcus and published by Springer Nature. This book was released on 2020-07-10 with total page 744 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 9th International Conference on Design, User Experience, and Usability, DUXU 2020, held as part of the 22nd International Conference on Human-Computer Interaction, HCII 2020, in Copenhagen, Denmark, in July 2020. The conference was held virtually due to the COVID-19 pandemic. From a total of 6326 submissions, a total of 1439 papers and 238 posters has been accepted for publication in the HCII 2020 proceedings. The 50 papers included in this volume were organized in topical sections on interactions in intelligent and IoT environments, usability aspects of handheld and mobile devices, designing games and immersive experiences, and UX studies in automotive and transport.

Designing Connected Products

Author : Claire Rowland
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449372716
Total Pages : 726 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis Designing Connected Products by : Claire Rowland

Download or read book Designing Connected Products written by Claire Rowland and published by "O'Reilly Media, Inc.". This book was released on 2015-05-18 with total page 726 pages. Available in PDF, EPUB and Kindle. Book excerpt: Networked thermostats, fitness monitors, and door locks show that the Internet of Things can (and will) enable new ways for people to interact with the world around them. But designing connected products for consumers brings new challenges beyond conventional software UI and interaction design. This book provides experienced UX designers and technologists with a clear and practical roadmap for approaching consumer product strategy and design in this novel market. By drawing on the best of current design practice and academic research, Designing Connected Products delivers sound advice for working with cross-device interactions and the complex ecosystems inherent in IoT technology.

UX Best Practices How to Achieve More Impact with User Experience

Author : Helmut Degen
Publisher : McGraw Hill Professional
ISBN 13 : 0071752528
Total Pages : 302 pages
Book Rating : 4.0/5 (717 download)

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Book Synopsis UX Best Practices How to Achieve More Impact with User Experience by : Helmut Degen

Download or read book UX Best Practices How to Achieve More Impact with User Experience written by Helmut Degen and published by McGraw Hill Professional. This book was released on 2011-12-06 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: Evolve to a user-centered product development philosophy Deliver superior products and escalate your market share by employing real-world user experience success strategies from global corporations. Featuring in-depth case studies from Yahoo!, Siemens, SAP, Haier, Intuit, Tencent, and more, UX Best Practices: How to Achieve More Impact with User Experience offers proven methods for instituting user-centered design in industrial environments. Discover how to integrate user experience activities into product development processes for investment and consumer goods in different regions, reduce product complexity, increase product quality, and boost the bottom line. This comprehensive guide covers a variety of user experience techniques, such as analyzing user needs and expectations, creating design concepts, prototyping, using agile development, conducting usability testing, developing user interface guidelines, defining user interface patterns, and specifying metrics. Communicate objectives and user requirements in design briefs Establish end-to-end UX-centered development policies Foster collaboration between managers, designers, and engineers Integrate user experience metrics into business target frameworks and the product development process Employ agile development and design thinking methods Collect, measure, and analyze usability data Employ a User Experience Evaluation System to identify problems Convey and assess design ideas quickly using prototypes Achieve consistency across products with UI patterns and libraries

Artificial Intelligence in HCI

Author : Helmut Degen
Publisher : Springer Nature
ISBN 13 : 3030503348
Total Pages : 461 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Artificial Intelligence in HCI by : Helmut Degen

Download or read book Artificial Intelligence in HCI written by Helmut Degen and published by Springer Nature. This book was released on 2020-07-10 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the First International Conference on Artificial Intelligence in HCI, AI-HCI 2020, held as part of the 22nd International Conference on Human-Computer Interaction, HCII 2020, in July 2020. The conference was planned to be held in Copenhagen, Denmark, but had to change to a virtual conference mode due to the COVID-19 pandemic. The conference presents results from academic and industrial research, as well as industrial experiences, on the use of Artificial Intelligence technologies to enhance Human-Computer Interaction. From a total of 6326 submissions, a total of 1439 papers and 238 posters has been accepted for publication in the HCII 2020 proceedings. The 30 papers presented in this volume were organized in topical sections as follows: Human-Centered AI; and AI Applications in HCI.pical sections as follows: Human-Centered AI; and AI Applications in HCI.