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Modeling Human Behaviors in Psychology Using Engineering Methods

2022-09-01 Science
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Release : 2022-09-01
Genre : Science
Kind : eBook
Book Rating : 180/5 ( reviews)

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Book Synopsis Modeling Human Behaviors in Psychology Using Engineering Methods by : Chi-Chun Lee

Download or read book Modeling Human Behaviors in Psychology Using Engineering Methods written by Chi-Chun Lee. This book was released on 2022-09-01. Available in PDF, EPUB and Kindle. Book excerpt: The main purpose of the work is to showcase the interdisciplinary engineering approaches in modeling and understanding human behaviors during interpersonal interactions those that could be typical, distressed, or atypical. The ability to measure human behaviors quantitatively has been a core component and a major research direction in both fields of engineering and psychology – though often with distinct approaches designed for different targeted applications. Engineering methods often strive to achieve high predictive accuracies using behavioral informatics techniques; these techniques employ a combination of behavior measures derived using automated signal based descriptors, and of statistical frameworks modeled using machine learning techniques. These approaches are often distinct from the observational approaches the gold standard for the past three decades in the study of psychology, even in clinical settings. The observational approaches are largely based on human subjective judgments.

Human Behavior Learning and Transfer

2005-09-06 Technology & Engineering
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Release : 2005-09-06
Genre : Technology & Engineering
Kind : eBook
Book Rating : 839/5 ( reviews)

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Book Synopsis Human Behavior Learning and Transfer by : Yangsheng Xu

Download or read book Human Behavior Learning and Transfer written by Yangsheng Xu. This book was released on 2005-09-06. Available in PDF, EPUB and Kindle. Book excerpt: Bridging the gap between human-computer engineering and control engineering, Human Behavior Learning and Transfer delineates how to abstract human action and reaction skills into computational models. The authors include methods for modeling a variety of human action and reaction behaviors and explore processes for evaluating, optimizing, and transferring human skills. They also cover modeling continuous and discontinuous human control strategy and discuss simulation studies and practical real-life situations. The book examines how to model two main aspects of human behavior: reaction skills and action skills. It begins with a discussion of the various topics involved in human reaction skills modeling. The authors apply machine learning techniques and statistical analysis to abstracting models of human reaction control strategy. They contend that such models can be learned sufficiently to emulate complex human control behaviors in the feedback loop. The second half of the book explores issues related to human action skills modeling. The methods presented are based on techniques for reducing the dimensionality of data sets, while preserving as much useful information as possible. The modeling approaches developed are applied in real-life applications including navigation of smart wheel chairs and intelligent surveillance. Written in a consistent, easily approachable style, the book includes in-depth discussions of a broad range of topics. It provides the tools required to formalize human behaviors into algorithmic, machine-coded strategies.

Modeling Human Behavior With Integrated Cognitive Architectures

2006-04-21 Computers
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Release : 2006-04-21
Genre : Computers
Kind : eBook
Book Rating : 487/5 ( reviews)

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Book Synopsis Modeling Human Behavior With Integrated Cognitive Architectures by : Kevin A. Gluck

Download or read book Modeling Human Behavior With Integrated Cognitive Architectures written by Kevin A. Gluck. This book was released on 2006-04-21. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Computer Simulation of Human Behavior

1971 Business & Economics
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Release : 1971
Genre : Business & Economics
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Computer Simulation of Human Behavior by : John M. Dutton

Download or read book Computer Simulation of Human Behavior written by John M. Dutton. This book was released on 1971. Available in PDF, EPUB and Kindle. Book excerpt:

Modeling Human and Organizational Behavior

1998-08-31 Technology & Engineering
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Release : 1998-08-31
Genre : Technology & Engineering
Kind : eBook
Book Rating : 966/5 ( reviews)

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Book Synopsis Modeling Human and Organizational Behavior by : National Research Council

Download or read book Modeling Human and Organizational Behavior written by National Research Council. This book was released on 1998-08-31. Available in PDF, EPUB and Kindle. Book excerpt: Simulations are widely used in the military for training personnel, analyzing proposed equipment, and rehearsing missions, and these simulations need realistic models of human behavior. This book draws together a wide variety of theoretical and applied research in human behavior modeling that can be considered for use in those simulations. It covers behavior at the individual, unit, and command level. At the individual soldier level, the topics covered include attention, learning, memory, decisionmaking, perception, situation awareness, and planning. At the unit level, the focus is on command and control. The book provides short-, medium-, and long-term goals for research and development of more realistic models of human behavior.

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