Ai Approaches For Designing And Evaluating Interactive Intelligent Systems

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AI Approaches for Designing and Evaluating Interactive Intelligent Systems

Author : Christophe Kolski,Marian Cristian Mihăescu,Traian Rebedea
Publisher : Springer
Page : 0 pages
File Size : 53,9 Mb
Release : 2024-05-22
Category : Computers
ISBN : 3031540611

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AI Approaches for Designing and Evaluating Interactive Intelligent Systems by Christophe Kolski,Marian Cristian Mihăescu,Traian Rebedea Pdf

Designing, building, and evaluating Interactive and Intelligent Systems (IIS) has highly impacted the progress of Artificial Intelligence (AI) techniques due to advancements in the fields of Deep Learning (DL) and Natural Language Processing (NLP). This book presents in a structured way several practical use cases of the interplay between IIS and DL/NLP, from cognitive assistants, adaptive navigation systems, virtual reality, offensive comment and cyberbullying detection, 3D modelling, and driving behaviour detection. The convergence of AI and Human-Computer Interaction (HCI) has been proven to foster the IIS development that nowadays represents the most used context by actively integrating AI techniques in merely any layer of modern applications. The main goal of this book is to provide a practical reference with a rich set of approaches and applications consisting of selected and revised papers from the International Conference on Human-Computer Interaction (RoCHI) 2022 that was held on 6-7 October 2022 at the University of Craiova, Romania. The book addresses researchers and practitioners with experience in IIS and AI (mainly DL and NLP) who want to study successfully developed workflows and applications that may be useful in their attempts to tackle issues from their contexts. Although the book nicely integrates concepts from various areas, each chapter may be considered a standalone topic with its research issue, proposed approach, experimental results, and discussions.

Performance Evaluation and Benchmarking of Intelligent Systems

Author : Raj Madhavan,Edward Tunstel,Elena Messina
Publisher : Springer Science & Business Media
Page : 351 pages
File Size : 40,5 Mb
Release : 2010-04-29
Category : Computers
ISBN : 9781441904935

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Performance Evaluation and Benchmarking of Intelligent Systems by Raj Madhavan,Edward Tunstel,Elena Messina Pdf

To design and develop capable, dependable, and affordable intelligent systems, their performance must be measurable. Scienti?c methodologies for standardization and benchmarking are crucial for quantitatively evaluating the performance of eme- ing robotic and intelligent systems’ technologies. There is currently no accepted standard for quantitatively measuring the performance of these systems against user-de?ned requirements; and furthermore, there is no consensus on what obj- tive evaluation procedures need to be followed to understand the performance of these systems. The lack of reproducible and repeatable test methods has precluded researchers working towards a common goal from exchanging and communic- ing results, inter-comparing system performance, and leveraging previous work that could otherwise avoid duplication and expedite technology transfer. Currently, this lack of cohesion in the community hinders progress in many domains, such as m- ufacturing, service, healthcare, and security. By providing the research community with access to standardized tools, reference data sets, and open source libraries of solutions, researchers and consumers will be able to evaluate the cost and be- ?ts associated with intelligent systems and associated technologies. In this vein, the edited book volume addresses performance evaluation and metrics for intel- gent systems, in general, while emphasizing the need and solutions for standardized methods. To the knowledge of the editors, there is not a single book on the market that is solely dedicated to the subject of performance evaluation and benchmarking of intelligent systems.

Recent Developments in Intelligent Systems and Interactive Applications

Author : Fatos Xhafa,Srikanta Patnaik,Zhengtao Yu
Publisher : Springer
Page : 469 pages
File Size : 43,7 Mb
Release : 2016-11-23
Category : Technology & Engineering
ISBN : 9783319495682

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Recent Developments in Intelligent Systems and Interactive Applications by Fatos Xhafa,Srikanta Patnaik,Zhengtao Yu Pdf

to date,="" research="" on="" interactive="" intelligent="" systems="" has="" largely="" focused="" either="" the="" realisation="" of="" systems’="" capabilities="" or="" cognitive="" processes="" and="" behaviour="" their="" users.="" with="" rapid="" development="" internet-based="" technologies,="" design="" is="" facing="" many="" emerging="" issues="" challenges="" such="" as="" investigating="" ways="" that="" artificial="" agents="" human="" intelligence="" can="" collaborate="" for="" better="" performance,="" understanding="" user="" requirements="" processes,="" safeguarding="" privacy,="" etc.="" divThis book provides the latest research findings and developments in the field of interactive intelligent systems, addressing diverse areas such as autonomous systems, Internet and cloud computing, pattern recognition and vision systems, mobile computing and intelligent networking, and e-enabled systems. It gathers selected papers from the International Conference on Intelligent and Interactive Systems and Applications (IISA2016) held on June 25–26, 2016 in Shanghai, China./divdivbr/divdivInteractive intelligent systems are among the most important multi-disciplinary research and development domains of artificial intelligence, human–computer interaction, machine learning and new Internet-based technologies. Accordingly, these systems embrace a considerable number of application areas such as autonomous systems, expert systems, mobile systems, recommender systems, knowledge-based and semantic web-based systems, virtual communication environments, and decision support systems, to name a few./divdivbr/divdivTo date, research on interactive intelligent systems has largely focused either on the realisation of the systems’ capabilities or on the cognitive processes and/or behaviour of their users. With the rapid development of Internet-based technologies, the design of interactive intelligent systems is facing many emerging issues and challenges such as investigating the ways that artificial agents and human intelligence can collaborate for better performance, understanding user requirements and user cognitive processes, safeguarding user privacy, etc. /divdivbr

Engineering Artificially Intelligent Systems

Author : William F. Lawless,James Llinas,Donald A. Sofge,Ranjeev Mittu
Publisher : Springer Nature
Page : 291 pages
File Size : 54,8 Mb
Release : 2021-11-16
Category : Computers
ISBN : 9783030893859

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Engineering Artificially Intelligent Systems by William F. Lawless,James Llinas,Donald A. Sofge,Ranjeev Mittu Pdf

Many current AI and machine learning algorithms and data and information fusion processes attempt in software to estimate situations in our complex world of nested feedback loops. Such algorithms and processes must gracefully and efficiently adapt to technical challenges such as data quality induced by these loops, and interdependencies that vary in complexity, space, and time. To realize effective and efficient designs of computational systems, a Systems Engineering perspective may provide a framework for identifying the interrelationships and patterns of change between components rather than static snapshots. We must study cascading interdependencies through this perspective to understand their behavior and to successfully adopt complex system-of-systems in society. This book derives in part from the presentations given at the AAAI 2021 Spring Symposium session on Leveraging Systems Engineering to Realize Synergistic AI / Machine Learning Capabilities. Its 16 chapters offer an emphasis on pragmatic aspects and address topics in systems engineering; AI, machine learning, and reasoning; data and information fusion; intelligent systems; autonomous systems; interdependence and teamwork; human-computer interaction; trust; and resilience.

Design Recommendations for Intelligent Tutoring Systems: Volume 8 - Data Visualization

Author : Anne Sinatra,Arthur C. Graesser,Xiangen Hu,Benjamin Goldberg,Andrew J. Hampton
Publisher : U.S. Army Combat Capabilities Development Command – Soldier Center
Page : 220 pages
File Size : 52,7 Mb
Release : 2020-12-30
Category : Computers
ISBN : 9780997725780

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Design Recommendations for Intelligent Tutoring Systems: Volume 8 - Data Visualization by Anne Sinatra,Arthur C. Graesser,Xiangen Hu,Benjamin Goldberg,Andrew J. Hampton Pdf

This book on data visualization is the eighth in a planned series of books that examine key topics (e.g., learner modeling, instructional strategies, authoring, domain modeling, assessment, team tutoring, self-improving systems, data visualization, and competency based scenario design) in intelligent tutoring system (ITS) design. This book focuses on data visualization and how it is applied in ITSs. The chapters within this book specifically examine topics in relationship to the Generalized Intelligent Framework for Tutoring (GIFT) (Sottilare, Brawner, Goldberg & Holden, 2012; Sottilare, Brawner, Sinatra, & Johnston, 2017). GIFT is an open-source, domain-independent, modular, service-oriented architecture for ITSs. The design of GIFT allows for reusability, reduction in authoring time, and reducing the skill level needed to create an ITS. GIFT provides functionality to create ITSs, distribute ITSs to learners through the Cloud, conduct research to evaluate ITSs, and to examine instructional outcomes. Data visualization is an important topic for ITSs, as there are many different users of the systems (including learners, instructors, researchers, subject matter experts). The data that is collected by the ITS can be organized and displayed in a number of different ways. The current book includes a general discussion of how data visualizations can be applied in ITSs, as well as detailed specific examples of existing implementations, and technical details related to incorporating data visualization in ITSs. We believe this book can be used as a design tool for data visualization interfaces in ITSs.

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

Author : Aaron Marcus,Wentao Wang
Publisher : Springer
Page : 530 pages
File Size : 49,7 Mb
Release : 2019-07-10
Category : Computers
ISBN : 9783030235413

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Design, User Experience, and Usability. User Experience in Advanced Technological Environments by Aaron Marcus,Wentao Wang Pdf

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.

Analysis, Design & Evaluation of Man-Machine Systems

Author : G. Mancini,L. Martensson,G. Johannsen
Publisher : Elsevier
Page : 374 pages
File Size : 48,6 Mb
Release : 2014-06-28
Category : Technology & Engineering
ISBN : 9781483298092

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Analysis, Design & Evaluation of Man-Machine Systems by G. Mancini,L. Martensson,G. Johannsen Pdf

Provides a valuable overview of human-machine interaction in technological systems, with particular emphasis on recent advances in theory, experimental and analytical research, and applications related to man-machine systems. Topics covered include: Automation and Operator - task analysis, decision support, task allocation, management decision support, supervisory control, artificial intelligence, training and teaching, expert knowledge; System Concept and Design - software ergonomics, fault diagnosis, safety, design concepts; Man-machine Interface - interface design, graphics and vision, user adaptive interfaces; Systems Operation - process industry, electric power, aircraft, surface transport, prostheses and manual control. Contains 53 papers and three discussion sessions.

Human-Centered AI at Work: Common Ground in Theories and Methods

Author : Annette Kluge,Corinna Peifer,Uta Wilkens,Verena Nitsch,Sophie Berretta,Greta Ontrup
Publisher : Frontiers Media SA
Page : 137 pages
File Size : 49,9 Mb
Release : 2024-04-26
Category : Science
ISBN : 9782832548400

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Human-Centered AI at Work: Common Ground in Theories and Methods by Annette Kluge,Corinna Peifer,Uta Wilkens,Verena Nitsch,Sophie Berretta,Greta Ontrup Pdf

Research can face artificial intelligence (AI) as an issue of technology development but also as an issue of enacted technology at work. Human-centered design of AI gives emphasis to the expertise and needs of human beings as a starting point of technology development or as an outcome of AI-based work settings. This is an important goal, as expressed, for example, by the international labor organization's call for a "human-centered agenda" for the future of AI and automation collaboration. This Research Topic raises the question of what human-centricity means, i.e. what are the criteria and indicators of human-centered AI and how can they be considered and implemented?

Ethical Design of Artificial Intelligence-based Systems for Decision Making

Author : Valentina Franzoni,Jordi Vallverdu,Roberto Capobianco,Giulio Biondi,Alfredo Milani,Francesca Alessandra Lisi,Stefano Cagnoni
Publisher : Frontiers Media SA
Page : 102 pages
File Size : 44,9 Mb
Release : 2023-11-29
Category : Science
ISBN : 9782832517147

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Ethical Design of Artificial Intelligence-based Systems for Decision Making by Valentina Franzoni,Jordi Vallverdu,Roberto Capobianco,Giulio Biondi,Alfredo Milani,Francesca Alessandra Lisi,Stefano Cagnoni Pdf

Artificial Intelligence (AI), including Machine Learning with Deep Neural Networks, is making and supporting decisions in ways that increasingly affect humans in many aspects of their lives. Both autonomous and decision-support systems applying AI algorithms and data-driven models are used for decisions about justice, education, physical and psychological health, and to provide or deny access to credit, healthcare, and other essential resources, in all aspects of daily life, in increasingly ubiquitous and sometimes ambiguous ways. Too often these systems are built without considering the human factors associated with their use and the need for clarity about the correct way to use them, and possible biases. Models and systems provide results that are difficult to interpret and are accused of being good or bad, whereas good or bad is only the design of such tools, and the necessary training for them to be properly integrated into human values.

Intelligent Decision-making Support Systems

Author : Jatinder N.D. Gupta,Guisseppi A. Forgionne,Manuel Mora T.
Publisher : Springer Science & Business Media
Page : 508 pages
File Size : 44,5 Mb
Release : 2007-03-30
Category : Technology & Engineering
ISBN : 9781846282317

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Intelligent Decision-making Support Systems by Jatinder N.D. Gupta,Guisseppi A. Forgionne,Manuel Mora T. Pdf

This book will be bought by researchers and graduates students in Artificial Intelligence and management as well as practising managers and consultants interested in the application of IT and information systems in real business environment.

Interpretable Artificial Intelligence: A Perspective of Granular Computing

Author : Witold Pedrycz,Shyi-Ming Chen
Publisher : Springer Nature
Page : 430 pages
File Size : 51,7 Mb
Release : 2021-03-26
Category : Technology & Engineering
ISBN : 9783030649494

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Interpretable Artificial Intelligence: A Perspective of Granular Computing by Witold Pedrycz,Shyi-Ming Chen Pdf

This book offers a comprehensive treatise on the recent pursuits of Artificial Intelligence (AI) – Explainable Artificial Intelligence (XAI) by casting the crucial features of interpretability and explainability in the original framework of Granular Computing. The innovative perspective established with the aid of information granules provides a high level of human centricity and transparency central to the development of AI constructs. The chapters reflect the breadth of the area and cover recent developments in the methodology, advanced algorithms and applications of XAI to visual analytics, knowledge representation, learning and interpretation. The book appeals to a broad audience including researchers and practitioners interested in gaining exposure to the rapidly growing body of knowledge in AI and intelligent systems.

Artificial Intelligence for Human Computer Interaction: A Modern Approach

Author : Yang Li,Otmar Hilliges
Publisher : Springer Nature
Page : 602 pages
File Size : 41,6 Mb
Release : 2021-11-04
Category : Computers
ISBN : 9783030826819

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Artificial Intelligence for Human Computer Interaction: A Modern Approach by Yang Li,Otmar Hilliges Pdf

This edited book explores the many interesting questions that lie at the intersection between AI and HCI. It covers a comprehensive set of perspectives, methods and projects that present the challenges and opportunities that modern AI methods bring to HCI researchers and practitioners. The chapters take a clear departure from traditional HCI methods and leverage data-driven and deep learning methods to tackle HCI problems that were previously challenging or impossible to address. It starts with addressing classic HCI topics, including human behaviour modeling and input, and then dedicates a section to data and tools, two technical pillars of modern AI methods. These chapters exemplify how state-of-the-art deep learning methods infuse new directions and allow researchers to tackle long standing and newly emerging HCI problems alike. Artificial Intelligence for Human Computer Interaction: A Modern Approach concludes with a section on Specific Domains which covers a set of emerging HCI areas where modern AI methods start to show real impact, such as personalized medical, design, and UI automation.

Innovations in Artificial Intelligence and Human-Computer Interaction in the Digital Era

Author : Surbhi Bhatia Khan,Suyel Namasudra,Swati Chandna,Arwa Mashat
Publisher : Elsevier
Page : 342 pages
File Size : 46,5 Mb
Release : 2023-07-22
Category : Computers
ISBN : 9780323999496

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Innovations in Artificial Intelligence and Human-Computer Interaction in the Digital Era by Surbhi Bhatia Khan,Suyel Namasudra,Swati Chandna,Arwa Mashat Pdf

Innovations in Artificial Intelligence and Human Computer Interaction in the Digital Era investigates the interaction and growing interdependency of the HCI and AI fields, which are not usually addressed in traditional approaches. Chapters explore how well AI can interact with users based on linguistics and user-centered design processes, especially with the advances of AI and the hype around many applications. Other sections investigate how HCI and AI can mutually benefit from a closer association and the how the AI community can improve their usage of HCI methods like “Wizard of Oz prototyping and “Thinking aloud protocols. Moreover, HCI can further augment human capabilities using new technologies. This book demonstrates how an interdisciplinary team of HCI and AI researchers can develop extraordinary applications, such as improved education systems, smart homes, smart healthcare and map Human Computer Interaction (HCI) for a multidisciplinary field that focuses on the design of computer technology and the interaction between users and computers in different domains. Presents fundamental concepts of both HCI and AI, addressing a multidisciplinary audience of researchers and engineers working on User Centered Design (UCD), User Interface (UI) design, and User Experience (UX) design Explores a broad range of case studies from across healthcare, industry, and education Investigates multiple strategies for designing and developing intelligent user interfaces to solve real-world problems Outlines research challenges and future directions for the intersection of AI and HCI

Methodologies and Intelligent Systems for Technology Enhanced Learning

Author : Mauro Caporuscio,Fernando De la Prieta,Tania Di Mascio,Rosella Gennari,Javier Gutiérrez Rodríguez,Pierpaolo Vittorini
Publisher : Springer
Page : 192 pages
File Size : 47,5 Mb
Release : 2016-05-26
Category : Technology & Engineering
ISBN : 9783319401652

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Methodologies and Intelligent Systems for Technology Enhanced Learning by Mauro Caporuscio,Fernando De la Prieta,Tania Di Mascio,Rosella Gennari,Javier Gutiérrez Rodríguez,Pierpaolo Vittorini Pdf

The 6th International Conference in Methodologies and intelligent Systems for Technology Enhanced Learning held in Seville (Spain) is host by the University of Seville from 1st to 3rd June, 2016. The 6th edition of this conference expands the topics of the evidence-based TEL workshops series in order to provide an open forum for discussing intelligent systems for TEL, their roots in novel learning theories, empirical methodologies for their design or evaluation, stand-alone solutions or web-based ones. It intends to bring together researchers and developers from industry, the education field and the academic world to report on the latest scientific research, technical advances and methodologies.