Modeling Human Behaviors in Psychology Using Engineering Methods

Modeling Human Behaviors in Psychology Using Engineering Methods

Author: Chi-Chun Lee

Publisher: CRC Press

Published: 2022-09-01

Total Pages: 130

ISBN-13: 1000794180

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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.


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 and published by CRC Press. This book was released on 2022-09-01 with total page 130 pages. 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

Human Behavior Learning and Transfer

Author: Yangsheng Xu

Publisher: CRC Press

Published: 2005-09-06

Total Pages: 360

ISBN-13: 9780849377839

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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.


Book Synopsis Human Behavior Learning and Transfer by : Yangsheng Xu

Download or read book Human Behavior Learning and Transfer written by Yangsheng Xu and published by CRC Press. This book was released on 2005-09-06 with total page 360 pages. 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

Modeling Human Behavior With Integrated Cognitive Architectures

Author: Kevin A. Gluck

Publisher: Psychology Press

Published: 2006-04-21

Total Pages: 518

ISBN-13: 1135610487

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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.


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 and published by Psychology Press. This book was released on 2006-04-21 with total page 518 pages. 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

Computer Simulation of Human Behavior

Author: John M. Dutton

Publisher: John Wiley & Sons

Published: 1971

Total Pages: 730

ISBN-13:

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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 and published by John Wiley & Sons. This book was released on 1971 with total page 730 pages. Available in PDF, EPUB and Kindle. Book excerpt:


Modeling Human and Organizational Behavior

Modeling Human and Organizational Behavior

Author: National Research Council

Publisher: National Academies Press

Published: 1998-08-31

Total Pages: 433

ISBN-13: 0309060966

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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.


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 and published by National Academies Press. This book was released on 1998-08-31 with total page 433 pages. 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.


Human Behaviour in Design

Human Behaviour in Design

Author: Udo Lindemann

Publisher: Springer Science & Business Media

Published: 2013-04-17

Total Pages: 328

ISBN-13: 3662078112

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Human Behaviour in Design addresses important aspects of creative engineering design. The main topics are the interaction between two complementary modalities - "image" and "concept", internal and external components of design thinking, and design strategies - both for individual designers and design teams. The goal is to improve and evaluate tools and methods that support design. Although this book is the outcome of an international workshop held in March 2003, it is more than just a collection of its contributions. The papers are arranged into three main topics: Individual Thinking and Acting; Interaction Between Individuals; Methods, Tools and Prerequisites. There are summaries of the discussions of the respective topics written by the chairpersons, conclusions, and an outlook to future issues in design research.


Book Synopsis Human Behaviour in Design by : Udo Lindemann

Download or read book Human Behaviour in Design written by Udo Lindemann and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human Behaviour in Design addresses important aspects of creative engineering design. The main topics are the interaction between two complementary modalities - "image" and "concept", internal and external components of design thinking, and design strategies - both for individual designers and design teams. The goal is to improve and evaluate tools and methods that support design. Although this book is the outcome of an international workshop held in March 2003, it is more than just a collection of its contributions. The papers are arranged into three main topics: Individual Thinking and Acting; Interaction Between Individuals; Methods, Tools and Prerequisites. There are summaries of the discussions of the respective topics written by the chairpersons, conclusions, and an outlook to future issues in design research.


Modeling Social Behavior and Its Applications

Modeling Social Behavior and Its Applications

Author: Lucas Jódar Sánchez

Publisher:

Published: 2018

Total Pages: 290

ISBN-13: 9781536136678

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This book analyzes human behavior from an individual and organizational perspective. Based on cutting-edge research, each chapter is focused on modeling human behavior in different fields and taking into account uncertain environments by applying innovative quantitative and qualitative approaches.This book deals with the decision-making process of individuals behaving as economic agents who consume, save, produce and invest, but also with organizations such as families, firms, public entities and even countries.This book comprises a wide spectrum of contemporary topics. Each chapter challenges the reader by the approaches employed, providing insight into the pillars of western societies: Sociology and Public Health, Economy and Finances, Medicine, Architecture, Archeology and Engineering.Modeling Social Behavior and its Applications deals with trendy issues and provides answers to socio-economic dilemmas.


Book Synopsis Modeling Social Behavior and Its Applications by : Lucas Jódar Sánchez

Download or read book Modeling Social Behavior and Its Applications written by Lucas Jódar Sánchez and published by . This book was released on 2018 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book analyzes human behavior from an individual and organizational perspective. Based on cutting-edge research, each chapter is focused on modeling human behavior in different fields and taking into account uncertain environments by applying innovative quantitative and qualitative approaches.This book deals with the decision-making process of individuals behaving as economic agents who consume, save, produce and invest, but also with organizations such as families, firms, public entities and even countries.This book comprises a wide spectrum of contemporary topics. Each chapter challenges the reader by the approaches employed, providing insight into the pillars of western societies: Sociology and Public Health, Economy and Finances, Medicine, Architecture, Archeology and Engineering.Modeling Social Behavior and its Applications deals with trendy issues and provides answers to socio-economic dilemmas.


Agent Based Human Behavior Modeling

Agent Based Human Behavior Modeling

Author: Gnana K. Bharathy

Publisher:

Published: 2006

Total Pages:

ISBN-13:

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Book Synopsis Agent Based Human Behavior Modeling by : Gnana K. Bharathy

Download or read book Agent Based Human Behavior Modeling written by Gnana K. Bharathy and published by . This book was released on 2006 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:


Modeling Human Behavior

Modeling Human Behavior

Author: Lucas Jódar Sánchez

Publisher: Nova Publishers

Published: 2017

Total Pages: 0

ISBN-13: 9781536101973

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This book analyses human behaviour from an individual and organizational perspective. Based on cutting-edge research, each chapter is focused on modeling human behaviour in different fields and takes into account uncertain environments by applying innovative quantitative and qualitative approaches. The book deals with the decision-making process of not only individuals behaving as economic agents who consume, save, produce and invest, but also with organizations such as families, firms, public entities and even countries. The book comprises the most contemporary topics. Each chapter challenges the reader by describing the approaches employed and providing insight into the pillars of Western societies: Public policy, public health, public education, economic and financial markets, citizen security and demographics. This book deals with trendy issues and providing answers to socio-economic dilemmas.


Book Synopsis Modeling Human Behavior by : Lucas Jódar Sánchez

Download or read book Modeling Human Behavior written by Lucas Jódar Sánchez and published by Nova Publishers. This book was released on 2017 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book analyses human behaviour from an individual and organizational perspective. Based on cutting-edge research, each chapter is focused on modeling human behaviour in different fields and takes into account uncertain environments by applying innovative quantitative and qualitative approaches. The book deals with the decision-making process of not only individuals behaving as economic agents who consume, save, produce and invest, but also with organizations such as families, firms, public entities and even countries. The book comprises the most contemporary topics. Each chapter challenges the reader by describing the approaches employed and providing insight into the pillars of Western societies: Public policy, public health, public education, economic and financial markets, citizen security and demographics. This book deals with trendy issues and providing answers to socio-economic dilemmas.


Social-Behavioral Modeling for Complex Systems

Social-Behavioral Modeling for Complex Systems

Author: Paul K. Davis

Publisher: John Wiley & Sons

Published: 2019-03-13

Total Pages: 992

ISBN-13: 1119484987

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This volume describes frontiers in social-behavioral modeling for contexts as diverse as national security, health, and on-line social gaming. Recent scientific and technological advances have created exciting opportunities for such improvements. However, the book also identifies crucial scientific, ethical, and cultural challenges to be met if social-behavioral modeling is to achieve its potential. Doing so will require new methods, data sources, and technology. The volume discusses these, including those needed to achieve and maintain high standards of ethics and privacy. The result should be a new generation of modeling that will advance science and, separately, aid decision-making on major social and security-related subjects despite the myriad uncertainties and complexities of social phenomena. Intended to be relatively comprehensive in scope, the volume balances theory-driven, data-driven, and hybrid approaches. The latter may be rapidly iterative, as when artificial-intelligence methods are coupled with theory-driven insights to build models that are sound, comprehensible and usable in new situations. With the intent of being a milestone document that sketches a research agenda for the next decade, the volume draws on the wisdom, ideas and suggestions of many noted researchers who draw in turn from anthropology, communications, complexity science, computer science, defense planning, economics, engineering, health systems, medicine, neuroscience, physics, political science, psychology, public policy and sociology. In brief, the volume discusses: Cutting-edge challenges and opportunities in modeling for social and behavioral science Special requirements for achieving high standards of privacy and ethics New approaches for developing theory while exploiting both empirical and computational data Issues of reproducibility, communication, explanation, and validation Special requirements for models intended to inform decision making about complex social systems


Book Synopsis Social-Behavioral Modeling for Complex Systems by : Paul K. Davis

Download or read book Social-Behavioral Modeling for Complex Systems written by Paul K. Davis and published by John Wiley & Sons. This book was released on 2019-03-13 with total page 992 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume describes frontiers in social-behavioral modeling for contexts as diverse as national security, health, and on-line social gaming. Recent scientific and technological advances have created exciting opportunities for such improvements. However, the book also identifies crucial scientific, ethical, and cultural challenges to be met if social-behavioral modeling is to achieve its potential. Doing so will require new methods, data sources, and technology. The volume discusses these, including those needed to achieve and maintain high standards of ethics and privacy. The result should be a new generation of modeling that will advance science and, separately, aid decision-making on major social and security-related subjects despite the myriad uncertainties and complexities of social phenomena. Intended to be relatively comprehensive in scope, the volume balances theory-driven, data-driven, and hybrid approaches. The latter may be rapidly iterative, as when artificial-intelligence methods are coupled with theory-driven insights to build models that are sound, comprehensible and usable in new situations. With the intent of being a milestone document that sketches a research agenda for the next decade, the volume draws on the wisdom, ideas and suggestions of many noted researchers who draw in turn from anthropology, communications, complexity science, computer science, defense planning, economics, engineering, health systems, medicine, neuroscience, physics, political science, psychology, public policy and sociology. In brief, the volume discusses: Cutting-edge challenges and opportunities in modeling for social and behavioral science Special requirements for achieving high standards of privacy and ethics New approaches for developing theory while exploiting both empirical and computational data Issues of reproducibility, communication, explanation, and validation Special requirements for models intended to inform decision making about complex social systems