Human-Machine Shared Contexts

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Author :
Publisher : Academic Press
ISBN 13 : 0128223790
Total Pages : 448 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Human-Machine Shared Contexts by : William Lawless

Download or read book Human-Machine Shared Contexts written by William Lawless and published by Academic Press. This book was released on 2020-06-10 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human-Machine Shared Contexts considers the foundations, metrics, and applications of human-machine systems. Editors and authors debate whether machines, humans, and systems should speak only to each other, only to humans, or to both and how. The book establishes the meaning and operation of “shared contexts between humans and machines; it also explores how human-machine systems affect targeted audiences (researchers, machines, robots, users) and society, as well as future ecosystems composed of humans and machines. This book explores how user interventions may improve the context for autonomous machines operating in unfamiliar environments or when experiencing unanticipated events; how autonomous machines can be taught to explain contexts by reasoning, inferences, or causality, and decisions to humans relying on intuition; and for mutual context, how these machines may interdependently affect human awareness, teams and society, and how these "machines" may be affected in turn. In short, can context be mutually constructed and shared between machines and humans? The editors are interested in whether shared context follows when machines begin to think, or, like humans, develop subjective states that allow them to monitor and report on their interpretations of reality, forcing scientists to rethink the general model of human social behavior. If dependence on machine learning continues or grows, the public will also be interested in what happens to context shared by users, teams of humans and machines, or society when these machines malfunction. As scientists and engineers "think through this change in human terms," the ultimate goal is for AI to advance the performance of autonomous machines and teams of humans and machines for the betterment of society wherever these machines interact with humans or other machines. This book will be essential reading for professional, industrial, and military computer scientists and engineers; machine learning (ML) and artificial intelligence (AI) scientists and engineers, especially those engaged in research on autonomy, computational context, and human-machine shared contexts; advanced robotics scientists and engineers; scientists working with or interested in data issues for autonomous systems such as with the use of scarce data for training and operations with and without user interventions; social psychologists, scientists and physical research scientists pursuing models of shared context; modelers of the internet of things (IOT); systems of systems scientists and engineers and economists; scientists and engineers working with agent-based models (ABMs); policy specialists concerned with the impact of AI and ML on society and civilization; network scientists and engineers; applied mathematicians (e.g., holon theory, information theory); computational linguists; and blockchain scientists and engineers. Discusses the foundations, metrics, and applications of human-machine systems Considers advances and challenges in the performance of autonomous machines and teams of humans Debates theoretical human-machine ecosystem models and what happens when machines malfunction

Decision Economics: Complexity of Decisions and Decisions for Complexity

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Author :
Publisher : Springer Nature
ISBN 13 : 3030382273
Total Pages : 334 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Decision Economics: Complexity of Decisions and Decisions for Complexity by : Edgardo Bucciarelli

Download or read book Decision Economics: Complexity of Decisions and Decisions for Complexity written by Edgardo Bucciarelli and published by Springer Nature. This book was released on 2020-02-07 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is based on the International Conference on Decision Economics (DECON 2019). Highlighting the fact that important decision-making takes place in a range of critical subject areas and research fields, including economics, finance, information systems, psychology, small and international business, management, operations, and production, the book focuses on analytics as an emerging synthesis of sophisticated methodology and large data systems used to guide economic decision-making in an increasingly complex business environment. DECON 2019 was organised by the University of Chieti-Pescara (Italy), the National Chengchi University of Taipei (Taiwan), and the University of Salamanca (Spain), and was held at the Escuela politécnica Superior de Ávila, Spain, from 26th to 28th June, 2019. Sponsored by IEEE Systems Man and Cybernetics Society, Spain Section Chapter, and IEEE Spain Section (Technical Co-Sponsor), IBM, Indra, Viewnext, Global Exchange, AEPIA-and-APPIA, with the funding supporting of the Junta de Castilla y León, Spain (ID: SA267P18-Project co-financed with FEDER funds)

Virtual, Augmented and Mixed Reality: Designing and Developing Augmented and Virtual Environments

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Author :
Publisher : Springer
ISBN 13 : 9783319074573
Total Pages : 432 pages
Book Rating : 4.0/5 (745 download)

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Book Synopsis Virtual, Augmented and Mixed Reality: Designing and Developing Augmented and Virtual Environments by : Randall Shumaker

Download or read book Virtual, Augmented and Mixed Reality: Designing and Developing Augmented and Virtual Environments written by Randall Shumaker and published by Springer. This book was released on 2014-08-04 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 8525-8526 constitutes the refereed proceedings of the 6th International Conference on Virtual, Augmented and Mixed Reality, VAMR 2014, held as part of the 16th International Conference on Human-Computer Interaction, HCI 2014, in Heraklion, Crete, Greece, in June 2014, jointly with 13 other thematically similar conferences. The total of 1476 papers and 220 posters presented at the HCII 2014 conferences were carefully reviewed and selected from 4766 submissions. These papers address the latest research and development efforts and highlight the human aspects of design and use of computing systems. The papers thoroughly cover the entire field of human-computer interaction, addressing major advances in knowledge and effective use of computers in a variety of application areas. The total of 82 contributions included in the VAMR proceedings were carefully reviewed and selected for inclusion in this two-volume set. The 39 papers included in this volume are organized in the following topical sections: interaction devices, displays and techniques in VAMR; designing virtual and augmented environments; avatars and virtual characters; developing virtual and augmented environments.

Human + Machine

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Publisher : Harvard Business Press
ISBN 13 : 1633693872
Total Pages : 264 pages
Book Rating : 4.6/5 (336 download)

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Book Synopsis Human + Machine by : Paul R. Daugherty

Download or read book Human + Machine written by Paul R. Daugherty and published by Harvard Business Press. This book was released on 2018-03-20 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI is radically transforming business. Are you ready? Look around you. Artificial intelligence is no longer just a futuristic notion. It's here right now--in software that senses what we need, supply chains that "think" in real time, and robots that respond to changes in their environment. Twenty-first-century pioneer companies are already using AI to innovate and grow fast. The bottom line is this: Businesses that understand how to harness AI can surge ahead. Those that neglect it will fall behind. Which side are you on? In Human + Machine, Accenture leaders Paul R. Daugherty and H. James (Jim) Wilson show that the essence of the AI paradigm shift is the transformation of all business processes within an organization--whether related to breakthrough innovation, everyday customer service, or personal productivity habits. As humans and smart machines collaborate ever more closely, work processes become more fluid and adaptive, enabling companies to change them on the fly--or to completely reimagine them. AI is changing all the rules of how companies operate. Based on the authors' experience and research with 1,500 organizations, the book reveals how companies are using the new rules of AI to leap ahead on innovation and profitability, as well as what you can do to achieve similar results. It describes six entirely new types of hybrid human + machine roles that every company must develop, and it includes a "leader’s guide" with the five crucial principles required to become an AI-fueled business. Human + Machine provides the missing and much-needed management playbook for success in our new age of AI. BOOK PROCEEDS FOR THE AI GENERATION The authors' goal in publishing Human + Machine is to help executives, workers, students and others navigate the changes that AI is making to business and the economy. They believe AI will bring innovations that truly improve the way the world works and lives. However, AI will cause disruption, and many people will need education, training and support to prepare for the newly created jobs. To support this need, the authors are donating the royalties received from the sale of this book to fund education and retraining programs focused on developing fusion skills for the age of artificial intelligence.

A Decadal Survey of the Social and Behavioral Sciences

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Author :
Publisher : National Academies Press
ISBN 13 : 0309487617
Total Pages : 401 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis A Decadal Survey of the Social and Behavioral Sciences by : National Academies of Sciences, Engineering, and Medicine

Download or read book A Decadal Survey of the Social and Behavioral Sciences written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-07-26 with total page 401 pages. Available in PDF, EPUB and Kindle. Book excerpt: The primary function of the intelligence analyst is to make sense of information about the world, but the way analysts do that work will look profoundly different a decade from now. Technological changes will bring both new advances in conducting analysis and new risks related to technologically based activities and communications around the world. Because these changes are virtually inevitable, the Intelligence Community will need to make sustained collaboration with researchers in the social and behavioral sciences (SBS) a key priority if it is to adapt to these changes in the most productive ways. A Decadal Survey Of The Social and Behavioral Sciences provides guidance for a 10-year research agenda. This report identifies key opportunities in SBS research for strengthening intelligence analysis and offers ideas for integrating the knowledge and perspectives of researchers from these fields into the planning and design of efforts to support intelligence analysis.

Advances in Human Factors in Robots and Unmanned Systems

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Author :
Publisher : Springer
ISBN 13 : 3030204677
Total Pages : 248 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Advances in Human Factors in Robots and Unmanned Systems by : Jessie Chen

Download or read book Advances in Human Factors in Robots and Unmanned Systems written by Jessie Chen and published by Springer. This book was released on 2019-06-10 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the importance of human factors in the development of safe and reliable unmanned systems. It discusses current challenges such as how to improve the perceptual and cognitive abilities of robots, develop suitable synthetic vision systems, cope with degraded reliability in unmanned systems, predict robotic behavior in case of a loss of communication, the vision for future soldier–robot teams, human–agent teaming, real-world implications for human–robot interaction, and approaches to standardize both the display and control of technologies across unmanned systems. Based on the AHFE 2019 International Conference on Human Factors in Robots and Unmanned Systems, held on July 24–28, 2019, Washington D.C., USA, this book fosters new discussions and stimulates new advances in the development of more reliable, safer, and highly functional devices for carrying out automated and concurrent tasks.

HCI International 2023 Posters

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Author :
Publisher : Springer Nature
ISBN 13 : 3031360044
Total Pages : 573 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis HCI International 2023 Posters by : Constantine Stephanidis

Download or read book HCI International 2023 Posters written by Constantine Stephanidis and published by Springer Nature. This book was released on 2023-07-08 with total page 573 pages. Available in PDF, EPUB and Kindle. Book excerpt: The five-volume set CCIS 1832-1836 contains the extended abstracts of the posters presented during the 25th International Conference on Human-Computer Interaction, HCII 2023, which was held as a hybrid event in Copenhagen, Denmark, in July 2023. The total of 1578 papers and 396 posters included in the 47 HCII 2023 proceedings volumes were carefully reviewed and selected from the 7472 contributions.The posters presented in these five volumes are organized in topical sections as follows: Part I: ​HCI Design: Theoretical Approaches, Methods and Case Studies; Multimodality and Novel Interaction Techniques and Devices; Perception and Cognition in Interaction; Ethics, Transparency and Trust in HCI; User Experience and Technology Acceptance Studies.Part II: Supporting Health, Psychological Wellbeing, and Fitness; Design for All, Accessibility and Rehabilitation Technologies; Interactive Technologies for the Aging Population.Part III: ​Interacting with Data, Information and Knowledge; Learning and Training Technologies; Interacting with Cultural Heritage and Art.Part IV: ​Social Media: Design, User Experiences and Content Analysis; Advances in eGovernment Services; eCommerce, Mobile Commerce and Digital Marketing: Design and Customer Behavior; Designing and Developing Intelligent Green Environments; (Smart) Product Design.Part V: ​Driving Support and Experiences in Automated Vehicles; eXtended Reality: Design, Interaction Techniques, User Experience and Novel Applications; Applications of AI Technologies in HCI.

Systems Engineering and Artificial Intelligence

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Publisher : Springer Nature
ISBN 13 : 3030772837
Total Pages : 566 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Systems Engineering and Artificial Intelligence by : William F. Lawless

Download or read book Systems Engineering and Artificial Intelligence written by William F. Lawless and published by Springer Nature. This book was released on 2021-11-02 with total page 566 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a broad overview of the benefits from a Systems Engineering design philosophy in architecting complex systems composed of artificial intelligence (AI), machine learning (ML) and humans situated in chaotic environments. The major topics include emergence, verification and validation of systems using AI/ML and human systems integration to develop robust and effective human-machine teams—where the machines may have varying degrees of autonomy due to the sophistication of their embedded AI/ML. The chapters not only describe what has been learned, but also raise questions that must be answered to further advance the general Science of Autonomy. The science of how humans and machines operate as a team requires insights from, among others, disciplines such as the social sciences, national and international jurisprudence, ethics and policy, and sociology and psychology. The social sciences inform how context is constructed, how trust is affected when humans and machines depend upon each other and how human-machine teams need a shared language of explanation. National and international jurisprudence determine legal responsibilities of non-trivial human-machine failures, ethical standards shape global policy, and sociology provides a basis for understanding team norms across cultures. Insights from psychology may help us to understand the negative impact on humans if AI/ML based machines begin to outperform their human teammates and consequently diminish their value or importance. This book invites professionals and the curious alike to witness a new frontier open as the Science of Autonomy emerges.

Interdisciplinary Approaches to the Structure and Performance of Interdependent Autonomous Human Machine Teams and Systems (A-HMT-S)

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Author :
Publisher : Frontiers Media SA
ISBN 13 : 283251930X
Total Pages : 220 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Interdisciplinary Approaches to the Structure and Performance of Interdependent Autonomous Human Machine Teams and Systems (A-HMT-S) by : William Frere Lawless

Download or read book Interdisciplinary Approaches to the Structure and Performance of Interdependent Autonomous Human Machine Teams and Systems (A-HMT-S) written by William Frere Lawless and published by Frontiers Media SA. This book was released on 2023-03-30 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Human-Machine Reconfigurations

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Author :
Publisher : Cambridge University Press
ISBN 13 : 9780521675888
Total Pages : 332 pages
Book Rating : 4.6/5 (758 download)

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Book Synopsis Human-Machine Reconfigurations by : Lucille Alice Suchman

Download or read book Human-Machine Reconfigurations written by Lucille Alice Suchman and published by Cambridge University Press. This book was released on 2007 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: Publisher description

Human-machine Communication

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Author :
Publisher : Digital Formations
ISBN 13 : 9781433142512
Total Pages : 0 pages
Book Rating : 4.1/5 (425 download)

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Book Synopsis Human-machine Communication by : Andrea L. Guzman

Download or read book Human-machine Communication written by Andrea L. Guzman and published by Digital Formations. This book was released on 2018 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as an introduction to HMC as a specific area of study within communication and to the research possibilities of HMC. The research presented here focuses on people's interactions with multiple technologies used within different contexts from a variety of epistemological and methodological approaches.

Computational Context

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Publisher : CRC Press
ISBN 13 : 0429841841
Total Pages : 237 pages
Book Rating : 4.4/5 (298 download)

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Book Synopsis Computational Context by : William F. Lawless

Download or read book Computational Context written by William F. Lawless and published by CRC Press. This book was released on 2018-12-07 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume addresses context from three comprehensive perspectives: first, its importance, the issues surrounding context, and its value in the laboratory and the field; second, the theory guiding the AI used to model its context; and third, its applications in the field (e.g., decision-making). This breadth poses a challenge. The book analyzes how the environment (context) influences human perception, cognition and action. While current books approach context narrowly, the major contribution of this book is to provide an in-depth review over a broad range of topics for a computational context no matter its breadth. The volume outlines numerous strategies and techniques from world-class scientists who have adapted their research to solve different problems with AI, in difficult environments and complex domains to address the many computational challenges posed by context. Context can be clear, uncertain or an illusion. Clear contexts: A father praising his child; a trip to the post office to buy stamps; a policewoman asking for identification. Uncertain contexts: A sneak attack; a surprise witness in a courtroom; a shout of "Fire! Fire!" Contexts as illusion: Humans fall prey to illusions that machines do not (Adelson’s checkerboard illusion versus a photometer). Determining context is not easy when disagreement exists, interpretations vary, or uncertainty reigns. Physicists like Einstein (relativity), Bekenstein (holographs) and Rovelli (universe) have written that reality is not what we commonly believe. Even outside of awareness, individuals act differently whether alone or in teams. Can computational context with AI adapt to clear and uncertain contexts, to change over time, and to individuals, machines or robots as well as to teams? If a program automatically "knows" the context that improves performance or decisions, does it matter whether context is clear, uncertain or illusory? Written and edited by world class leaders from across the field of autonomous systems research, this volume carefully considers the computational systems being constructed to determine context for individual agents or teams, the challenges they face, and the advances they expect for the science of context.

Innovation in Music: Technology and Creativity

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Author :
Publisher : CRC Press
ISBN 13 : 100384796X
Total Pages : 348 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Innovation in Music: Technology and Creativity by : Jan-Olof Gullö

Download or read book Innovation in Music: Technology and Creativity written by Jan-Olof Gullö and published by CRC Press. This book was released on 2024-03-27 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: Innovation in Music: Technology and Creativity is a groundbreaking collection bringing together contributions from instructors, researchers, and professionals. Split into two sections, covering composition and performance, and technology and innovation, this volume offers truly international perspectives on ever-evolving practices. Including chapters on audience interaction, dynamic music methods, AI, and live electronic performances, this is recommended reading for professionals, students, and researchers looking for global insights into the fields of music production, music business, and music technology.

Autonomy and Artificial Intelligence: A Threat or Savior?

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Author :
Publisher : Springer
ISBN 13 : 3319597191
Total Pages : 318 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Autonomy and Artificial Intelligence: A Threat or Savior? by : W.F. Lawless

Download or read book Autonomy and Artificial Intelligence: A Threat or Savior? written by W.F. Lawless and published by Springer. This book was released on 2017-08-24 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores how Artificial Intelligence (AI), by leading to an increase in the autonomy of machines and robots, is offering opportunities for an expanded but uncertain impact on society by humans, machines, and robots. To help readers better understand the relationships between AI, autonomy, humans and machines that will help society reduce human errors in the use of advanced technologies (e.g., airplanes, trains, cars), this edited volume presents a wide selection of the underlying theories, computational models, experimental methods, and field applications. While other literature deals with these topics individually, this book unifies the fields of autonomy and AI, framing them in the broader context of effective integration for human-autonomous machine and robotic systems. The contributions, written by world-class researchers and scientists, elaborate on key research topics at the heart of effective human-machine-robot-systems integration. These topics include, for example, computational support for intelligence analyses; the challenge of verifying today’s and future autonomous systems; comparisons between today’s machines and autism; implications of human information interaction on artificial intelligence and errors; systems that reason; the autonomy of machines, robots, buildings; and hybrid teams, where hybrid reflects arbitrary combinations of humans, machines and robots. The contributors span the field of autonomous systems research, ranging from industry and academia to government. Given the broad diversity of the research in this book, the editors strove to thoroughly examine the challenges and trends of systems that implement and exhibit AI; the social implications of present and future systems made autonomous with AI; systems with AI seeking to develop trusted relationships among humans, machines, and robots; and the effective human systems integration that must result for trust in these new systems and their applications to increase and to be sustained.

Artificial Intelligence, Learning and Computation in Economics and Finance

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Author :
Publisher : Springer Nature
ISBN 13 : 3031152948
Total Pages : 331 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Artificial Intelligence, Learning and Computation in Economics and Finance by : Ragupathy Venkatachalam

Download or read book Artificial Intelligence, Learning and Computation in Economics and Finance written by Ragupathy Venkatachalam and published by Springer Nature. This book was released on 2023-02-15 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents frontier research on the use of computational methods to model complex interactions in economics and finance. Artificial Intelligence, Machine Learning and simulations offer effective means of analyzing and learning from large as well as new types of data. These computational tools have permeated various subfields of economics, finance, and also across different schools of economic thought. Through 16 chapters written by pioneers in economics, finance, computer science, psychology, complexity and statistics/econometrics, the book introduces their original research and presents the findings they have yielded. Theoretical and empirical studies featured in this book draw on a variety of approaches such as agent-based modeling, numerical simulations, computable economics, as well as employing tools from artificial intelligence and machine learning algorithms. The use of computational approaches to perform counterfactual thought experiments are also introduced, which help transcend the limits posed by traditional mathematical and statistical tools. The book also includes discussions on methodology, epistemology, history and issues concerning prediction, validation, and inference, all of which have become pertinent with the increasing use of computational approaches in economic analysis.

Diagnoses Without Names

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Publisher : Springer Nature
ISBN 13 : 3031049357
Total Pages : 230 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Diagnoses Without Names by : Michael D. Lockshin

Download or read book Diagnoses Without Names written by Michael D. Lockshin and published by Springer Nature. This book was released on 2022-06-13 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: Doctors, patients, investigators, administrators, and policymakers who assign diagnoses assume three elements: the name describes an entity with conceptual or evidentiary boundaries, the person setting the name has a high degree of certainty, and the name has a consensus definition. This book challenges this practice and offers an alternative to assigning diagnoses: quantitating diagnostic uncertainty in personal and public medical plans. This book offers the stakeholders' views participating in a workshop, sponsored by the Barbara Volcker Center/Hospital for Special Surgery, taking place in April 2020, about uncertain diagnoses. Chapters examine the circumstances in which diagnosis names are "unassignable", either because patients do not fit within diagnostic "boxes" or because health abnormalities evolve and change over time. In addition, the book deconstructs the processes of diagnosis and explores how different stakeholders used diagnosis names for various purposes. In examining pertinent questions, the book offers a roadmap to achieving consensus definitions or including measures of uncertainty in personal care, research, and policy. Diagnoses Without Names: Challenges for Medical Care, Research, and Policy is an essential resource for physicians and related professionals, residents, fellows, and graduate students in internal medicine, rheumatology, and clinical immunology as well as investigators, administrators, policymakers.

Artificial Intelligence Applications and Innovations

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 364216238X
Total Pages : 420 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Artificial Intelligence Applications and Innovations by : Harris Papadopoulos

Download or read book Artificial Intelligence Applications and Innovations written by Harris Papadopoulos and published by Springer Science & Business Media. This book was released on 2010-09-21 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: The abundance of information and increase in computing power currently enable researchers to tackle highly complicated and challenging computational problems. Solutions to such problems are now feasible using advances and innovations from the area of Artificial Intelligence. The general focus of the AIAI conference is to provide insights on how Artificial Intelligence may be applied in real-world situations and serve the study, analysis and modeling of theoretical and practical issues. This volume contains papers selected for presentation at the 6th IFIP Conference on Artificial Intelligence Applications and Innovations (AIAI 2010) and held in Larnaca, Cyprus, during October 6–7, 2010. IFIP AIAI 2010 was co-organized by the University of Cyprus and the Cyprus University of Technology and was sponsored by the Cyprus University of Technology, Frederick University and the Cyprus Tourism Organization. AIAI 2010 is the official conference of the WG12.5 “Artificial Intel- gence Applications” working group of IFIP TC12, the International Federation for Information Processing Technical Committee on Artificial Intelligence (AI). AIAI is a conference that grows in significance every year attracting researchers from different countries around the globe. It maintains high quality, standards and welcomes research papers describing technical advances and engineering and ind- trial applications of intelligent systems. AIAI 2010 was not confined to introducing how AI may be applied in real-life situations, but also included innovative methods, techniques, tools and ideas of AI expressed at the algorithmic or systemic level.