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This expanded second edition of the 2014 textbook features dedicated sections on action and observation, so that the reader can combine the use of the developed theoretical basis with practical guidelines for deployment. It also includes a focus on selection and use of a dedicated modeling paradigm – fuzzy cognitive mapping – to facilitate use of the proposed multi-methodology. The end goal of the text is a holistic, interdisciplinary approach to structuring and assessing complex problems, including a dedicated discussion of thinking, acting, and observing complex problems. The multi-methodology developed is scientifically grounded in systems theory and its accompanying principles, while the process emphasizes the nonlinear nature of all complex problem-solving endeavors. The authors’ clear and consistent chapter structure facilitates the book’s use in the classroom.
Our socio-economic systems continue to grow and evolve. We need to acknowledge that, consequently, our decisions often fail – they are ineffective and create unexpected side effects. The speed of execution is increasing constantly and markets and systems respond almost immediately, making decision-making challenging. There is little or no room for failure.This important new book analyses real world strategy and policy challenges, addressing the interconnectedness of the markets/systems we live in. It provides a step-by-step approach using systems thinking to solve complex problems in socio-political as well as business environment. It proposes a technique with which to better understand the problems and the context in which they arise, and tools to directly inform each step of the decision-making process. The book explores the main innovation that systemic thinking introduces – the emphasis on defining the problem creating system, which is made up of interacting parts, rather than prioritizing events that need immediate fixing.The case studies, examples and the approach proposed can be used to better understand reality and its complexity, and to integrate stakeholders for a better solution. Practically, it can be used to identify problems, analyse their boundaries, design interventions, forecast and measure their expected impacts, implement them and monitor and evaluate their success/failure. The book touches upon global issues related to policy making and strategic management, as well as issues related to sustainable development for both the public and private sector.
Reinforcement and Systemic Machine Learning for Decision Making There are always difficulties in making machines that learn from experience. Complete information is not always available—or it becomes available in bits and pieces over a period of time. With respect to systemic learning, there is a need to understand the impact of decisions and actions on a system over that period of time. This book takes a holistic approach to addressing that need and presents a new paradigm—creating new learning applications and, ultimately, more intelligent machines. The first book of its kind in this new and growing field, Reinforcement and Systemic Machine Learning for Decision Making focuses on the specialized research area of machine learning and systemic machine learning. It addresses reinforcement learning and its applications, incremental machine learning, repetitive failure-correction mechanisms, and multiperspective decision making. Chapters include: Introduction to Reinforcement and Systemic Machine Learning Fundamentals of Whole-System, Systemic, and Multiperspective Machine Learning Systemic Machine Learning and Model Inference and Information Integration Adaptive Learning Incremental Learning and Knowledge Representation Knowledge Augmentation: A Machine Learning Perspective Building a Learning System With the potential of this paradigm to become one of the more utilized in its field, professionals in the area of machine and systemic learning will find this book to be a valuable resource.
Whether you’re an academic or a practitioner, a sociologist, a manager, or an engineer, one can benefit from learning to think systemically. Problems (and messes) are everywhere and they’re getting more complicated every day. How we think about these problems determines whether or not we’ll be successful in understanding and addressing them. This book presents a novel way to think about problems (and messes) necessary to attack these always-present concerns. The approach draws from disciplines as diverse as mathematics, biology and psychology to provide a holistic method for dealing with problems that can be applied to any discipline. This book develops the systemic thinking paradigm, and introduces practical guidelines for the deployment of a systemic thinking approach.
Systemic Action Research explains how systemic thinking works and how it can be embedded into organisational structures and processes to catalyse sustainable change and critical local interventions.
A Novel Method to Analyze Problems and Encourage Systemic ThinkingReal-Life Case Studies Illustrate the Application of the Systemic Yoyo Model in Diverse AreasWritten by the co-creator of the systemic yoyo model, Systemic Yoyos: Some Impacts of the Second Dimension shows how the yoyo model and its methodology can be employed to study many unsettled
While there are many different models for performing system analysis, the multi-criteria decision making method has proven to be one of the most efficient. By analyzing the key concepts of this theory, the technique can be enhanced and will benefit future organizations and companies in novel ways. Multi-Criteria Decision Making for the Management of Complex Systems provides a comprehensive examination of the latest strategies and methods involved in decision theory. Featuring extensive coverage on relevant topics such as nested scalar convolutions, Pareto optimality, nonlinear schemes, and operator performance, this publication is ideally designed for engineers, students, professionals, academics, and researchers seeking innovative perspectives on the supervision of advanced decision making theories in system analysis.
Unlike other publications on decision making, the book focuses on discovering the problem, analyzing it and on developing and assessing solution options. One whole chapter describes a case study. It illustrates how the proposed decision making procedure is used in practice. Executives get an approach to systematically and successfully solving complex problems.
The application of systems theory to today’s businesses is a direct result of the enhancements that stem from globalization. In order to remain competitive in the new global environment, companies must alter their managerial methods and strategies. Systemic Approaches to Strategic Management: Examples from the Automotive Industry addresses the issues that industrial companies face in the current era of globalization and how the application of systems theory has affected their performance. Highlighting issues such as theoretical approaches of systems theory, production strategies, and organizational structure, this book is a pivotal reference source for practitioners, students, engineers, technicians, business managers, and economists interested in systems theory application in the management of industrial companies.
Healthcare decision makers in search of reliable information that compares health interventions increasingly turn to systematic reviews for the best summary of the evidence. Systematic reviews identify, select, assess, and synthesize the findings of similar but separate studies, and can help clarify what is known and not known about the potential benefits and harms of drugs, devices, and other healthcare services. Systematic reviews can be helpful for clinicians who want to integrate research findings into their daily practices, for patients to make well-informed choices about their own care, for professional medical societies and other organizations that develop clinical practice guidelines. Too often systematic reviews are of uncertain or poor quality. There are no universally accepted standards for developing systematic reviews leading to variability in how conflicts of interest and biases are handled, how evidence is appraised, and the overall scientific rigor of the process. In Finding What Works in Health Care the Institute of Medicine (IOM) recommends 21 standards for developing high-quality systematic reviews of comparative effectiveness research. The standards address the entire systematic review process from the initial steps of formulating the topic and building the review team to producing a detailed final report that synthesizes what the evidence shows and where knowledge gaps remain. Finding What Works in Health Care also proposes a framework for improving the quality of the science underpinning systematic reviews. This book will serve as a vital resource for both sponsors and producers of systematic reviews of comparative effectiveness research.