Decision Modes in Complex Task Environments

Decision Modes in Complex Task Environments PDF Author: Norbert Steigenberger
Publisher: CRC Press
ISBN: 135164985X
Category : Technology & Engineering
Languages : en
Pages : 314

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Book Description
Despite intense research on decision-making in action, we still know little about when decision-makers rely on deliberate vs. intuitive decision-making in decision situations under complexity and uncertainty. Building on default-interventionist dual-processing theory, this book studies decision-making modes (deliberate vs. intuitive) in complex task environments contingent on perceived complexity, experience, and decision style preference. We find that relatively inexperienced decision-makers respond to increases in subjective complexity with an increase in deliberation and tend to follow their decision style preference. Experienced decision-makers are less guided by their decision preference and respond to increases in subjective complexity only minimally. This book contributes to a developing stream of research linking decision-making with intra-personal and environmental properties and fosters our understanding of the conditions under which decision-makers rely on intuitive vs. deliberate decision modes. In doing so, we go one step further towards a comprehensive theory of decision-making in action.

Decision Modes in Complex Task Environments

Decision Modes in Complex Task Environments PDF Author: Norbert Steigenberger
Publisher: CRC Press
ISBN: 135164985X
Category : Technology & Engineering
Languages : en
Pages : 314

Get Book Here

Book Description
Despite intense research on decision-making in action, we still know little about when decision-makers rely on deliberate vs. intuitive decision-making in decision situations under complexity and uncertainty. Building on default-interventionist dual-processing theory, this book studies decision-making modes (deliberate vs. intuitive) in complex task environments contingent on perceived complexity, experience, and decision style preference. We find that relatively inexperienced decision-makers respond to increases in subjective complexity with an increase in deliberation and tend to follow their decision style preference. Experienced decision-makers are less guided by their decision preference and respond to increases in subjective complexity only minimally. This book contributes to a developing stream of research linking decision-making with intra-personal and environmental properties and fosters our understanding of the conditions under which decision-makers rely on intuitive vs. deliberate decision modes. In doing so, we go one step further towards a comprehensive theory of decision-making in action.

Decision Making in Action

Decision Making in Action PDF Author: Gary A. Klein
Publisher: Ablex Publishing Corporation
ISBN: 9780893919436
Category : Psychology
Languages : en
Pages : 480

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Book Description
This book describes the new perspective of naturalistic decision making. The point of departure is how people make decisions in complex, time-pressured, ambiguous, and changing environments. The purpose of this book is to present and elaborate on past models developed to explain this type of decision making. The central philosophy of the book is that classical decision theory has been unproductive since it is so heavily grounded in economics and mathematics. The contributors believe there is little to be learned from laboratory studies about how people actually handle difficult and interesting tasks; therefore, the book presents a critique of classical decision theory. The models of naturalistic decision making described by the contributors were derived to explain the behavior of firefighters, business people, jurors, nuclear power plant operators, and command-and-control officers. The models are unique in that they address the way people use experience to frame situations and adopt courses of action. The models explain the strengths of skilled decision makers. Naturalistic decision research requires the examination of field settings, and a section of the book covers methods for conducting meaningful research outside the laboratory. In addition, since his approach has applied value, the book covers issues of training and decision support systems.

Agents for Games and Simulations

Agents for Games and Simulations PDF Author: Frank Dignum
Publisher: Springer
ISBN: 364211198X
Category : Computers
Languages : en
Pages : 247

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Book Description
Research on multi-agent systems has provided a promising technology for implementing cognitive intelligent non-playing characters. However, the technologies used in game engines and multi-agent platforms are not readily compatible due to some inherent differences in concerns. Where game engines focus on real-time aspects and thus propagate efficiency and central control, multi-agent platforms assume autonomy of the agents. Increased autonomy and intelligence may offer benefits for a more compelling gameplay and may even be necessary for serious games. However, problems occur when current game design techniques are used to incorporate state-of-the-art multi-agent system technology. A very similar argument can be given for agent-based (social) simulation. This volume contains the papers presented at AGS 2009, the First International Workshop on Agents for Games and Simulations, held in Budapest on May 11, 2009. The focus of the workshop was on the particular challenges facing those using agent technology for games and simulations, with topics covering the technical, conceptual and design aspects of the field.

Using Ecological Models to Support and Shape Environmental Policy Decisions

Using Ecological Models to Support and Shape Environmental Policy Decisions PDF Author: Chiara Piroddi
Publisher: Frontiers Media SA
ISBN: 2889743152
Category : Science
Languages : en
Pages : 503

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Book Description


Cyber Warfare

Cyber Warfare PDF Author: Sushil Jajodia
Publisher: Springer
ISBN: 3319140396
Category : Computers
Languages : en
Pages : 326

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Book Description
This book features a wide spectrum of the latest computer science research relating to cyber warfare, including military and policy dimensions. It is the first book to explore the scientific foundation of cyber warfare and features research from the areas of artificial intelligence, game theory, programming languages, graph theory and more. The high-level approach and emphasis on scientific rigor provides insights on ways to improve cyber warfare defense worldwide. Cyber Warfare: Building the Scientific Foundation targets researchers and practitioners working in cyber security, especially government employees or contractors. Advanced-level students in computer science and electrical engineering with an interest in security will also find this content valuable as a secondary textbook or reference.

Environmental Information Systems: Concepts, Methodologies, Tools, and Applications

Environmental Information Systems: Concepts, Methodologies, Tools, and Applications PDF Author: Management Association, Information Resources
Publisher: IGI Global
ISBN: 1522570349
Category : Technology & Engineering
Languages : en
Pages : 1759

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Book Description
Environmental information and systems play a major role in environmental decision making. As such, it is vital to understand the impact that they have on different aspects of sustainable environmental management, as well as to understand the opportunism they might present for further improvement. Environmental Information Systems: Concepts, Methodologies, Tools, and Applications is an innovative reference source containing the latest research on the use of information systems to track and organize environmental data for use in an overall environmental management system. Highlighting a range of topics such as environmental analysis, remote sensing, and geographic information science, this multi-volume book is designed for engineers, data scientists, practitioners, academicians, and researchers interested in all aspects of environmental information systems.

Risky Work Environments

Risky Work Environments PDF Author: Pascal Béguin
Publisher: CRC Press
ISBN: 1317062523
Category : Technology & Engineering
Languages : en
Pages : 238

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Book Description
Risky Work Environments provides new insights into the multiple and dynamic trajectories of both near misses and mistakes in complex work environments, based on actual case examples. It also studies the interactions between various activity systems or work practices (design, maintenance, incident investigation, regulation, operation) and their consequences for operational performance. The role of rules and regulations is explored, considering the consequences of deviations and the limitations of enforced compliance. Further, the book explains how to search for, think about and act on information about vulnerability, near misses and mistakes in a way that emphasizes accountability in ways that are not punitive but instead responsible, innovative and provide opportunities for learning. Writing from different disciplines and theoretical perspectives, the contributors analyse working in risky environments which include air traffic control, offshore mining, chemical plants, neo-natal intensive care units, ship piloting and emergency call dispatch centres. In each chapter the authors present rich empirical data and their analyses illustrate a variety of ways in which, despite imperfect systems, safety and resilience is created in human action. In the chapters where the focus is on error or mistakes, the analysis undertaken reveals the logic of actions undertaken at the time as well as their constraints. The contributors are all active researchers within their disciplines and come from Australia, Finland, France, Norway and the Netherlands. The book will be of direct interest to safety scientists, researchers and scientists, as well as human factors practitioners working in complex technological systems.

Comprehensive Machine Learning Techniques: A Guide for the Experienced Analyst

Comprehensive Machine Learning Techniques: A Guide for the Experienced Analyst PDF Author: Adam Jones
Publisher: Walzone Press
ISBN:
Category : Computers
Languages : en
Pages : 211

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Book Description
"Comprehensive Machine Learning Techniques: A Guide for the Experienced Analyst" is an in-depth resource crafted to elevate seasoned machine learning analysts to the cutting-edge of their profession. This definitive guide comprehensively explores advanced machine learning methodologies, offering a wide-ranging collection of chapters that cover essential foundations, innovative neural network designs, optimization tactics, and pivotal applications in areas like natural language processing, computer vision, and time series analysis. Each chapter thoughtfully dissects complex topics—from the core principles of deep learning and generative models to the intricacies of reinforcement learning and the crucial role of ethics and interpretability in AI—providing the insights necessary to address contemporary machine learning challenges. Ideal for practitioners, researchers, and graduate students with a solid foundation in machine learning, this book is an indispensable resource for those aiming to deepen their expertise in advanced techniques and methodologies. Through comprehensive explorations of each topic, it equips readers with the skills to create sophisticated models, apply state-of-the-art algorithms, and drive innovation in their work and research. "Comprehensive Machine Learning Techniques" is more than a mere textbook; it is a transformative tool for advancing mastery in machine learning. Whether you seek to refine your skills, delve into new areas, or contribute to the advancement of AI technologies, this guide provides the depth of knowledge and practical insights necessary to excel in the dynamic field of machine learning.

Engineering Effective Decision Support Technologies: New Models and Applications

Engineering Effective Decision Support Technologies: New Models and Applications PDF Author: Power, Daniel J.
Publisher: IGI Global
ISBN: 1466640030
Category : Computers
Languages : en
Pages : 340

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Book Description
In modern, information-centric business environments, Decision Making Support Systems (DMSS) present a critical consideration for any organization serious about maintaining competitive advantage. Advances in information systems, knowledge management technologies, and other decision support systems necessitate a critical understanding of the latest trends and research. Engineering Effective Decision Support Technologies: New Models and Applications presents a collection of the latest research in DMSS and applies those theoretical considerations to best practices in the field. This reference includes empirical case studies and an analysis of new models and perspectives in knowledge management, promoting discussion of DMSS strategies among managers, researchers, and students of information science.

Adaptive Perspectives on Human-Technology Interaction : Methods and Models for Cognitive Engineering and Human-Computer Interaction

Adaptive Perspectives on Human-Technology Interaction : Methods and Models for Cognitive Engineering and Human-Computer Interaction PDF Author: Alex Kirlik Professor of Human Factors University of Illinois at Urbana-Champaign
Publisher: Oxford University Press, USA
ISBN: 0199705429
Category : Computers
Languages : en
Pages : 331

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Book Description
In everyday life, and particularly in the modern workplace, information technology and automation increasingly mediate, augment, and sometimes even interfere with how humans interact with their environment. How to understand and support cognition in human-technology interaction is both a practically and socially relevant problem. The chapters in this volume frame this problem in adaptive terms: How are behavior and cognition adapted, or perhaps ill-adapted, to the demands and opportunities of an environment where interaction is mediated by tools and technology? The authors draw heavily on the work of Egon Brunswik, a pioneer in ecological and cognitive psychology, as well as on modern refinements and extensions of Brunswikian ideas, including Hammond's Social Judgment Theory, Gigerenzer's Ecological Rationality and Anderson's Rational Analysis. Inspired by Brunswik's view of cognition as "coming to terms" with the "casual texture" of the external world, the chapters in this volume provide quantitative and computational models and measures for studying how people come to terms with an increasingly technological ecology, and provide insights for supporting cognition and performance through design, training, and other interventions. The methods, models, and measures presented in this book provide timely and important resources for addressing problems in the rapidly growing field of human-technology interaction. The book will be of interest to researchers, students, and practitioners in human factors, cognitive engineering, human-computer interaction, judgment and decision making, and cognitive science.