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Complex Operational Decision Making in Networked Systems of Humans and Machines

Author: National Research Council

Publisher:

Published: 2014

Total Pages: 0

ISBN-13: 9780309307703

"Complex Operational Decision Making in Networked Systems of Humans and Machines explores the possibilities for better decision making through collaboration between humans and computers. This study is situated around the essence of decision making; the vast amounts of data that have become available as the basis for complex decision making; and the nature of collaboration that is possible between humans and machines in the process of making complex decisions. This report discusses the research goals and relevant milestones in several enabling subfields as they relate to enhanced human-machine collaboration for complex decision making; the relevant impediments and systems-integration challenges that are preventing technological breakthroughs in these subfields; and a sense of the research that is occurring in university, government and industrial labs outside of the United States, and the implications of this research for U.S. policy. The development of human-machine collaboration for complex decision making is still in its infancy relative to where cross-disciplinary research could take it over the next generation."--Publisher's description.

Data Analytics and Psychometrics

Author: Hong Jiao

Publisher: IAP

Published: 2018-12-01

Total Pages: 248

ISBN-13: 1641133287

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The general theme of this book is to encourage the use of relevant methodology in data mining which is or could be applied to the interplay of education, statistics and computer science to solve psychometric issues and challenges in the new generation of assessments. In addition to item response data, other data collected in the process of assessment and learning will be utilized to help solve psychometric challenges and facilitate learning and other educational applications. Process data include those collected or available for collection during the process of assessment and instructional phase such as responding sequence data, log files, the use of help features, the content of web searches, etc. Some book chapters present the general exploration of process data in large-scale assessment. Further, other chapters also address how to integrate psychometrics and learning analytics in assessment and survey, how to use data mining techniques for security and cheating detection, how to use more assessment results to facilitate student’s learning and guide teacher’s instructional efforts. The book includes both theoretical and methodological presentations that might guide the future in this area, as well as illustrations of efforts to implement big data analytics that might be instructive to those in the field of learning and psychometrics. The context of the effort is diverse, including K-12, higher education, financial planning, and survey utilization. It is hoped that readers can learn from different disciplines, especially those who are specialized in assessment, would be critical to expand the ideas of what we can do with data analytics for informing assessment practices.

Collaboration in a Data-Rich World

Author: Luis M. Camarinha-Matos

Publisher: Springer

Published: 2017-09-06

Total Pages: 764

ISBN-13: 331965151X

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This book constitutes the refereed proceedings of the 18th IFIP WG 5.5 Working Conference on Virtual Enterprises, PRO-VE 2017, held in Vicenza, Italy, in September 2017. The 68 revised full papers were carefully reviewed and selected from 159 submissions. They provide a comprehensive overview of identified challenges and recent advances in various collaborative network (CN) domains and their applications, with a strong focus on the following areas: collaborative models, platforms and systems for data-rich worlds; manufacturing ecosystem and collaboration in Industry 4.0; big data analytics and intelligence; risk, performance, and uncertainty in collaborative data-rich systems; semantic data/service discovery, retrieval, and composition in a collaborative data-rich world; trust and sustainability analysis in collaborative networks; value creation and social impact of collaboration in data-rich worlds; technology development platforms supporting collaborative systems; collective intelligence and collaboration in advanced/emerging applications: collaborative manufacturing and factories of the future, e-health and care, food and agribusiness, and crisis/disaster management.

Progressive Decision-Making Tools and Applications in Project and Operation Management

Author: Mohammad Yazdi

Publisher: Springer Nature

Published:

Total Pages: 274

ISBN-13: 3031517199

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Road Vehicle Automation 2

Author: Gereon Meyer

Publisher: Springer

Published: 2015-06-30

Total Pages: 226

ISBN-13: 3319190784

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This paper collection is the second volume of the LNMOB series on Road Vehicle Automation. The book contains a comprehensive review of current technical, socio-economic, and legal perspectives written by experts coming from public authorities, companies and universities in the U.S., Europe and Japan. It originates from the Automated Vehicle Symposium 2014, which was jointly organized by the Association for Unmanned Vehicle Systems International (AUVSI) and the Transportation Research Board (TRB) in Burlingame, CA, in July 2014. The contributions discuss the challenges arising from the integration of highly automated and self-driving vehicles into the transportation system, with a focus on human factors and different deployment scenarios. This book is an indispensable source of information for academic researchers, industrial engineers, and policy makers interested in the topic of road vehicle automation.

Human Performance, Situation Awareness, and Automation

Author: Dennis A. Vincenzi

Publisher: Psychology Press

Published: 2005-01-06

Total Pages: 334

ISBN-13: 1135604339

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In 2000, the Conference on Automation joined forces with a partner group on situation awareness (SA). The rising complexity of systems demands that one can be aware of a large range of environmental and task-based stimulation in order to match what is done with what has to be done. Thus, SA and automation-based interaction fall naturally together and this conference is the second embodiment of this union. Moving into the 21st century, further diversification of the applications of automation will continue--for example, the revolution in genetic technology. Given the broad nature of this form of human-machine interaction, it is vital to apply past lessons to map a future for the symbiotic relationship between humans and the artifacts they create. It is as part of this ongoing endeavor that the present volume is offered.

Decision Making in Complex Environments

Author: Jan Noyes

Publisher: CRC Press

Published: 2017-09-18

Total Pages: 458

ISBN-13: 1317153944

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Many complex systems in civil and military operations are highly automated with the intention of supporting human performance in difficult cognitive tasks. The complex systems can involve teams or individuals working on real-time supervisory control, command or information management tasks where a number of constraints must be satisfied. Decision Making in Complex Environments addresses the role of the human, the technology and the processes in complex socio-technical and technological systems. The aim of the book is to apply a multi-disciplinary perspective to the examination of the human factors in complex decision making. It contains more than 30 contributions on key subjects such as military human factors, team decision making issues, situation awareness, and technology support. In addition to the major application area of military human factors there are chapters on business, medical, governmental and aeronautical decision making. The book provides a unique blend of expertise from psychology, human factors, industry, commercial environments, the military, computer science, organizational psychology and training that should be valuable to academics and practitioners alike.

American Defense Policy

Author: Miriam Krieger

Publisher: JHU Press

Published: 2021-08-10

Total Pages: 494

ISBN-13: 1421441497

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A vital text for understanding the twenty-first-century battlefield and the shifting force structure, this book prepares students to think critically about the rapidly changing world they'll inherit. American Defense Policy, first published in 1965 under the leadership of Brent Scowcroft, has been a mainstay in courses on political science, international relations, military affairs, and American national security for more than 50 years. This updated and thoroughly revised ninth edition, which contains about 30% all-new content, considers questions of continuity and change in America's defense policy in the face of a global climate beset by geopolitical tensions, rapid technological change, and terrorist violence. The book is organized into three parts. Part I examines the theories and strategies that shape America's approach to security policy. Part II dives inside the defense policy process, exploring the evolution of contemporary civil-military relations, the changing character of the profession of arms, and the issues and debates in the budgeting, organizing, and equipping process. Part III examines how purpose and process translate into American defense policy. This invaluable and prudent text remains a classic introduction to the vital security issues the United States has faced throughout its history. It breaks new ground as a thoughtful and comprehensive starting point to understand American defense policy and its role in the world today. Contributors: Gordon Adams, John R. Allen, Will Atkins, Deborah D. Avant, Michael Barnett, Sally Baron, Jeff J.S. Black, Jessica Blankshain, Hal Brands, Ben Buchanan, Dale C. Copeland, Everett Carl Dolman, Jeffrey Donnithorne, Daniel W. Drezner, Colin Dueck, Eric Edelman, Martha Finnemore, Lawrence Freedman, Francis Fukuyama, Michael D. Gambone, Lynne Chandler Garcia, Bishop Garrison, Erik Gartzke, Mauro Gilli, Robert Gilpin, T.X. Hammes, Michael C. Horowitz, G. John Ikenberry, Bruce D. Jones, Tim Kane, Cheryl A. Kearney, David Kilcullen, Michael P. Kreuzer, Miriam Krieger, Seth Lazar, Keir A. Lieber, Conway Lin, Jon R. Lindsay, Austin Long, Joseph S. Lupa Jr., Megan H. MacKenzie, Mike J. Mazarr, Senator John McCain, Daniel H. McCauley, Michael E. McInerney, Christopher D. Miller, James N. Miller, John A. Nagl, Henry R. Nau, Renée de Nevers, Joseph S. Nye Jr., Michael E. O'Hanlon, Mancur Olson Jr., Sue Payton, Daryl G. Press, Thomas Rid, John Riley, David Sacko, Brandon D. Smith, James M. Smith, Don M. Snider, Sir Hew Strachan, Michael Wesley, Richard Zeckhauser

Intelligent Decision-making Support Systems

Author: Jatinder N.D. Gupta

Publisher: Springer Science & Business Media

Published: 2007-03-30

Total Pages: 508

ISBN-13: 1846282314

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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.