Cognitive Modeling For Automated Human Performance Evaluation At Scale
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Cognitive Modeling For Automated Human Performance Evaluation At Scale
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Author : Haiyue Yuan
language : en
Publisher: Springer Nature
Release Date : 2020-09-16
Cognitive Modeling For Automated Human Performance Evaluation At Scale written by Haiyue Yuan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-16 with Computers categories.
Cognitive models and software tools have been widely used for both research and commercial purposes. Although they have proved very useful, there are some limitations preventing large-scale modeling and simulation tasks to be carried out efficiently and effectively. In this book, we aim to provide readers with a systematic overview of state-of-the-art cognitive modeling software tools and applications and an introduction to a new software framework for facilitating large-scale modeling and simulation of human-performance tasks. The authors first review cognitive modeling theories and then present an overview of state-of-the-art software tools for cognitive modeling and simulation. Finally, the book focuses on the new software framework and a research prototype called CogTool+, including how to incorporate behavioral data such as eye-tracking data in modeling and simulation tasks. Typical applications of CogTool+ in HCI and cyber security are given to demonstrate its usefulness.
Modeling Human Behavior With Integrated Cognitive Architectures
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Author : Kevin A. Gluck
language : en
Publisher: Psychology Press
Release Date : 2006-04-21
Modeling Human Behavior With Integrated Cognitive Architectures written by Kevin A. Gluck and has been published by Psychology Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-04-21 with Computers categories.
Resulting from the need for greater realism in models of human and organizational behavior in military simulations, there has been increased interest in research on integrative models of human performance, both within the cognitive science community generally, and within the defense and aerospace industries in particular. This book documents accomplishments and lessons learned in a multi-year project to examine the ability of a range of integrated cognitive modeling architectures to explain and predict human behavior in a common task environment that requires multi-tasking and concept learning. This unique project, called the Agent-Based Modeling and Behavior Representation (AMBR) Model Comparison, involved a series of human performance model evaluations in which the processes and performance levels of computational cognitive models were compared to each other and to human operators performing the identical tasks. In addition to quantitative data comparing the performance of the models and real human performance, the book also presents a qualitatively oriented discussion of the practical and scientific considerations that arise in the course of attempting this kind of model development and validation effort. The primary audiences for this book are people in academia, industry, and the military who are interested in explaining and predicting complex human behavior using computational cognitive modeling approaches. The book should be of particular interest to individuals in any sector working in Psychology, Cognitive Science, Artificial Intelligence, Industrial Engineering, System Engineering, Human Factors, Ergonomics and Operations Research. Any technically or scientifically oriented professional or student should find the material fully accessible without extensive mathematical background.
Human Performance Situation Awareness And Automation
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Author : Dennis A. Vincenzi
language : en
Publisher:
Release Date : 2004
Human Performance Situation Awareness And Automation written by Dennis A. Vincenzi and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Automation categories.
Quantitative Modeling Of Human Performance In Complex Dynamic Systems
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Author : Sheldon Baron
language : en
Publisher:
Release Date : 1990
Quantitative Modeling Of Human Performance In Complex Dynamic Systems written by Sheldon Baron and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990 with Business & Economics categories.
Reprort from a project conducted under the auspices of the National Research Council's Panel on Human Performance Modeling, Committee on Human Factors, Commission on Behavioral and Social Sciences and Education.
Automation And Human Performance
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Author : Raja Parasuraman
language : en
Publisher: Routledge
Release Date : 2018-01-29
Automation And Human Performance written by Raja Parasuraman and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-29 with Technology & Engineering categories.
There is perhaps no facet of modern society where the influence of computer automation has not been felt. Flight management systems for pilots, diagnostic and surgical aids for physicians, navigational displays for drivers, and decision-aiding systems for air-traffic controllers, represent only a few of the numerous domains in which powerful new automation technologies have been introduced. The benefits that have been reaped from this technological revolution have been many. At the same time, automation has not always worked as planned by designers, and many problems have arisen--from minor inefficiencies of operation to large-scale, catastrophic accidents. Understanding how humans interact with automation is vital for the successful design of new automated systems that are both safe and efficient. The influence of automation technology on human performance has often been investigated in a fragmentary, isolated manner, with investigators conducting disconnected studies in different domains. There has been little contact between these endeavors, although principles gleaned from one domain may have implications for another. Also, with a few exceptions, the research has tended to be empirical and only theory-driven. In recent years, however, various groups of investigators have begun to examine human performance in automated systems in general and to develop theories of human interaction with automation technology. This book presents the current theories and assesses the impact of automation on different aspects of human performance. Both basic and applied research is presented to highlight the general principles of human-computer interaction in several domains where automation technologies are widely implemented. The major premise is that a broad-based, theory-driven approach will have significant implications for the effective design of both current and future automation technologies. This volume will be of considerable value to researchers in human
Predicting User Performance And Errors
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Author : Marc Halbrügge
language : en
Publisher: Springer
Release Date : 2017-07-20
Predicting User Performance And Errors written by Marc Halbrügge and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-20 with Computers categories.
This book proposes a combination of cognitive modeling with model-based user interface development to tackle the problem of maintaining the usability of applications that target several device types at once (e.g., desktop PC, smart phone, smart TV). Model-based applications provide interesting meta-information about the elements of the user interface (UI) that are accessible through computational introspection. Cognitive user models can capitalize on this meta-information to provide improved predictions of the interaction behavior of future human users of applications under development. In order to achieve this, cognitive processes that link UI properties to usability aspects like effectiveness (user error) and efficiency (task completion time) are established empirically, are explained through cognitive modeling, and are validated in the course of this treatise. In the case of user error, the book develops an extended model of sequential action control based on the Memory for Goals theory and it is confirmed in different behavioral domains and experimental paradigms. This new model of user cognition and behavior is implemented using the MeMo workbench and integrated with the model-based application framework MASP in order to provide automated usability predictions from early software development stages on. Finally, the validity of the resulting integrated system is confirmed by empirical data from a new application, eliciting unexpected behavioral patterns.
Handbook Of Cognitive Task Design
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Author : Erik Hollnagel
language : en
Publisher: CRC Press
Release Date : 2003-06-01
Handbook Of Cognitive Task Design written by Erik Hollnagel and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003-06-01 with Technology & Engineering categories.
This Handbook serves as a single source for theories, models, and methods related to cognitive task design. It provides the scientific and theoretical basis required by industrial and academic researchers, as well as the practical and methodological guidance needed by practitioners who face problems of building safe and effective human-technology s
Human Performance Situation Awareness And Automation
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Author : Dennis A. Vincenzi
language : en
Publisher: Psychology Press
Release Date : 2005-01-06
Human Performance Situation Awareness And Automation written by Dennis A. Vincenzi and has been published by Psychology Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-01-06 with Psychology categories.
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.
Cognitive Systems
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Author : Chris Forsythe
language : en
Publisher: Psychology Press
Release Date : 2006-08-15
Cognitive Systems written by Chris Forsythe and has been published by Psychology Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-08-15 with Computers categories.
The leading thinkers from the cognitive science tradition participated in a workshop sponsored by Sandia National Laboratories in July of 2003 to discuss progress in building their models. The goal was to summarize the theoretical and empirical bases for cognitive systems and to present exemplary developments in the field. Following the workshop, a great deal of planning went into the creation of this book. Eleven of the twenty-six presenters were asked to contribute chapters, and four chapters are the product of the breakout sessions in which critical topics were discussed among the participants. An introductory chapter provides the context for this compilation. Cognitive Systems thus presents a unique merger of cognitive modeling and intelligent systems, and attempts to overcome many of the problems inherent in current expert systems. It will be of interest to researchers and students in the fields of cognitive science, computational modeling, intelligent systems, artificial intelligence, and human-computer interaction.
Foundations Of Augmented Cognition Directing The Future Of Adaptive Systems
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Author : Dylan D. Schmorrow
language : en
Publisher: Springer
Release Date : 2011-06-27
Foundations Of Augmented Cognition Directing The Future Of Adaptive Systems written by Dylan D. Schmorrow and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-06-27 with Computers categories.
This book constitutes the refereed proceedings of the 6th International Conference on Augmented Cognition, FAC 2011, held in Orlando, FL, USA in July 2011, within the framework of the 14th International Conference on Human-Computer Interaction, HCII 2011, with 11 other thematically similar conferences. The 75 full papers presented were carefully reviewed and selected from numerous submissions. The papers are organized in topical parts on theories, models, and technologies for augmented cognition; neuroscience and brain monitoring; augmented cognition, social computing, and collaboration; augmented cognition for learning; augmented cognition and interaction; and augmented cognition in complex environments.