Modern Optimization Methods For Decision Making Under Risk And Uncertainty
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Modern Optimization Methods For Decision Making Under Risk And Uncertainty
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Author : Alexei A. Gaivoronski
language : en
Publisher: CRC Press
Release Date : 2023-10-06
Modern Optimization Methods For Decision Making Under Risk And Uncertainty written by Alexei A. Gaivoronski and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-06 with Computers categories.
The book comprises original articles on topical issues of risk theory, rational decision making, statistical decisions, and control of stochastic systems. The articles are the outcome of a series international projects involving the leading scholars in the field of modern stochastic optimization and decision making. The structure of stochastic optimization solvers is described. The solvers in general implement stochastic quasi-gradient methods for optimization and identification of complex nonlinear models. These models constitute an important methodology for finding optimal decisions under risk and uncertainty. While a large part of current approaches towards optimization under uncertainty stems from linear programming (LP) and often results in large LPs of special structure, stochastic quasi-gradient methods confront nonlinearities directly without need of linearization. This makes them an appropriate tool for solving complex nonlinear problems, concurrent optimization and simulation models, and equilibrium situations of different types, for instance, Nash or Stackelberg equilibrium situations. The solver finds the equilibrium solution when the optimization model describes the system with several actors. The solver is parallelizable, performing several simulation threads in parallel. It is capable of solving stochastic optimization problems, finding stochastic Nash equilibria, and of composite stochastic bilevel problems where each level may require the solution of stochastic optimization problem or finding Nash equilibrium. Several complex examples with applications to water resources management, energy markets, pricing of services on social networks are provided. In the case of power system, regulator makes decision on the final expansion plan, considering the strategic behavior of regulated companies and coordinating the interests of different economic entities. Such a plan can be an equilibrium − a planned decision where a company cannot increase its expected gain unilaterally.
Stochastic Modeling And Optimization Methods For Critical Infrastructure Protection Volume 1
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Author : Alexei A. Gaivoronski
language : en
Publisher: John Wiley & Sons
Release Date : 2025-05-13
Stochastic Modeling And Optimization Methods For Critical Infrastructure Protection Volume 1 written by Alexei A. Gaivoronski and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-13 with Business & Economics categories.
Stochastic Modeling and Optimization Methods for Critical Infrastructure Protection is a thorough exploration of mathematical models and tools that are designed to strengthen critical infrastructures against threats – both natural and adversarial. Divided into two volumes, this first volume examines stochastic modeling across key economic sectors and their interconnections, while the second volume focuses on advanced mathematical methods for enhancing infrastructure protection. The book covers a range of themes, including risk assessment techniques that account for systemic interdependencies within modern technospheres, the dynamics of uncertainty, instability and system vulnerabilities. The book also presents other topics such as cryptographic information protection and Shannon’s theory of secret systems, alongside solutions arising from optimization, game theory and machine learning approaches. Featuring research from international collaborations, this book covers both theory and applications, offering vital insights for advanced risk management curricula. It is intended not only for researchers, but also educators and professionals in infrastructure protection and stochastic optimization.
Stochastic Modeling And Optimization Methods For Critical Infrastructure Protection Volume 2
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Author : Alexei A. Gaivoronski
language : en
Publisher: John Wiley & Sons
Release Date : 2025-05-13
Stochastic Modeling And Optimization Methods For Critical Infrastructure Protection Volume 2 written by Alexei A. Gaivoronski and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-13 with Business & Economics categories.
Stochastic Modeling and Optimization Methods for Critical Infrastructure Protection is a thorough exploration of mathematical models and tools that are designed to strengthen critical infrastructures against threats – both natural and adversarial. Divided into two volumes, this first volume examines stochastic modeling across key economic sectors and their interconnections, while the second volume focuses on advanced mathematical methods for enhancing infrastructure protection. The book covers a range of themes, including risk assessment techniques that account for systemic interdependencies within modern technospheres, the dynamics of uncertainty, instability and system vulnerabilities. The book also presents other topics such as cryptographic information protection and Shannon’s theory of secret systems, alongside solutions arising from optimization, game theory and machine learning approaches. Featuring research from international collaborations, this book covers both theory and applications, offering vital insights for advanced risk management curricula. It is intended not only for researchers, but also educators and professionals in infrastructure protection and stochastic optimization.
Nexus Of Sustainability
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Author : Anatoly Zagorodny
language : en
Publisher: Springer Nature
Release Date : 2024-08-22
Nexus Of Sustainability written by Anatoly Zagorodny and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-22 with Technology & Engineering categories.
The intricate interplay between food, energy, water, societal dynamics, and the environment constitutes the bedrock of contemporary global challenges. In recent decades, this convergence has emerged as a focal point for scientific inquiry, policy formulation, and societal discourse. This book seeks to meticulously unravel the complexities inherent in this nexus, shedding profound light on the interconnected risks, vulnerabilities, and transformative opportunities that define our quest for sustainability in the twenty-first century. The materials of this book were prepared mainly by authors working on the joint project between the International Institute for Applied Systems Analysis (IIASA) and the National Academy of Sciences (NAS) of Ukraine “Integrated robust modeling and management of food-energy-water-land use nexus for sustainable development”, and on the project “Comprehensive analysis of robust preventive and adaptive measures of food, energy, water, and social management in the context of systemic risks and consequences of COVID-19” (0122U000552) of the NAS of Ukraine. Members of the System Analysis Committee of the NAS of Ukraine were also involved in the preparation of book chapters. The authors dedicate this book to the memory of the Academician of NAS of Ukraine, Professor Yuri Ermoliev, who died in October 2022 and made a fundamental contribution to stochastic optimization as a basic tool for quantitative risk management. This book largely follows his ideas about risk management and its applications.
Innovaci N Educativa En El Mbito De Las Tic Y Las Tac
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Author : Antonio G. Ravelo García
language : en
Publisher: Dykinson
Release Date : 2025-03-27
Innovaci N Educativa En El Mbito De Las Tic Y Las Tac written by Antonio G. Ravelo García and has been published by Dykinson this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-27 with Education categories.
Este libro recopila una selección de trabajos de autores que han aportado su experiencia y saber en diferentes temáticas clave de la innovación educativa. Los artículos aquí presentados abordan un total de 11 temas específicos. Si bien estos temas no se dividen formalmente en áreas temáticas en el índice del libro, pueden agruparse conceptualmente en torno a tres enfoques principales: Metodologías Activas y Participativas, STEM y Competencias Tecnológicas, y Tecnologías y Recursos Didácticos en Educación. Esta clasificación conceptual permite destacar la diversidad de enfoques y estrategias que integran las TIC y las TAC en los procesos de enseñanza y aprendizaje, destacando el papel del estudiante como protagonista activo de su desarrollo. Esta clasificación refleja la diversidad de enfoques y estrategias que permiten integrar las TIC y las TAC en los procesos de enseñanza y aprendizaje, destacando el papel del estudiante como protagonista activo de su desarrollo. Cada bloque aborda enfoques y estrategias que permiten integrar las TIC y las TAC en los procesos de enseñanza y aprendizaje, destacando el papel del estudiante como protagonista activo de su desarrollo. Las temáticas incluyen enfoques innovadores como el Aprendizaje Basado en Problemas, que fomenta el pensamiento crítico y la resolución colaborativa, y se enmarca dentro del bloque de Metodologías Activas y Participativas; el Aula Invertida, que transforma el tiempo de clase en un espacio para la aplicación práctica, también perteneciente a este bloque; y la Gamificación, que introduce elementos lúdicos para aumentar la motivación y el compromiso del alumnado, integrada dentro del bloque de Tecnologías y Recursos Didácticos en Educación. Esta clasificación permite una mejor comprensión de las conexiones entre las diversas estrategias pedagógicas y tecnológicas presentadas. Además, se exploran iniciativas relacionadas con la Inteligencia Artificial en Educación, que abre nuevas posibilidades para la personalización del aprendizaje, y con el desarrollo de competencias STEM, esenciales para preparar a los estudiantes para un futuro marcado por la tecnología.
Methods Of Optimization And Systems Analysis For Problems Of Transcomputational Complexity
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Author : Ivan V. Sergienko
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-07-27
Methods Of Optimization And Systems Analysis For Problems Of Transcomputational Complexity written by Ivan V. Sergienko and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-07-27 with Mathematics categories.
This work presents lines of investigation and scientific achievements of the Ukrainian school of optimization theory and adjacent disciplines. These include the development of approaches to mathematical theories, methodologies, methods, and application systems for the solution of applied problems in economy, finances, energy saving, agriculture, biology, genetics, environmental protection, hardware and software engineering, information protection, decision making, pattern recognition, self-adapting control of complicated objects, personnel training, etc. The methods developed include sequential analysis of variants, nondifferential optimization, stochastic optimization, discrete optimization, mathematical modeling, econometric modeling, solution of extremum problems on graphs, construction of discrete images and combinatorial recognition, etc. Some of these methods became well known in the world's mathematical community and are now known as classic methods.
Topical Directions Of Informatics
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Author : Ivan V. Sergienko
language : en
Publisher: Springer Science & Business Media
Release Date : 2014-04-01
Topical Directions Of Informatics written by Ivan V. Sergienko and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-04-01 with Business & Economics categories.
This work is devoted to the late Ukrainian computer scientist V. M. Glushkov on the 90th anniversary of his birthday. Dr. Glushkov is known for his contribution to the world computer science and technology and this volume analyzes the ideas and paths of development of informatics formulated by him and demonstrate their important role in constructing computer technologies of basic research in the fields of applied mathematics, theories of computer programming and computing systems. A significant portion of the monograph is devoted to the elucidation of new results obtained in the field of mathematical modeling of complicated processes, creation of new methods for solving and investigating optimization problems in different statements and development of computer technologies for investigations in the field of economy, biology, medicine and information security in systems. The monograph will be of particular interest to informatics specialists and experts using methods of informatics and computer technologies to investigate complicated processes of different natures and developing new information technologies. It may also be useful for both graduate students and postgraduates specializing in Computer Science.
Dynamic And Safe Economy In The Age Of Smart Technologies
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Author : Nozari, Hamed
language : en
Publisher: IGI Global
Release Date : 2025-04-29
Dynamic And Safe Economy In The Age Of Smart Technologies written by Nozari, Hamed and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-29 with Business & Economics categories.
In the evolving economic landscape, the integration of smart technologies has fundamentally reshaped global economies. These technologies offer opportunities for innovation, productivity, and economic growth, driving new business models and creating potential for wealth generation. However, with these advancements come significant challenges, particularly in ensuring economic systems remain secure, inclusive, and adaptable. As smart technologies continue to disrupt traditional industries and labor markets, ensuring a dynamic and safe economy becomes crucial. Balancing these factors involves fostering an environment where technological progress is used for social improvements while guarding against risks like cyber threats, job displacement, and economic inequality. Further research is necessary to build a dynamic and safe economy in the age of smart technologies. Dynamic and Safe Economy in the Age of Smart Technologies explores the integration of smart technology in economic landscapes. It examines challenges related to building safe and secure economies for improved privacy, productivity, and equality. This book covers topics such as biotechnology, blockchain, and cybersecurity, and is a useful resource for economists, business owners, researchers, academicians, data scientists, and security professionals.
Integrated Uncertainty In Knowledge Modelling And Decision Making
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Author : Van-Nam Huynh
language : en
Publisher: Springer Nature
Release Date : 2025-05-02
Integrated Uncertainty In Knowledge Modelling And Decision Making written by Van-Nam Huynh and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-02 with Computers categories.
This two-volume set constitutes the proceedings of the 11th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making, IUKM 2025, held in Ho Chi Minh City, Vietnam, during March 17-19, 2025. The 55 full papers in this book were carefully reviewed and selected from 116 submissions. They were organized in topical sections as follows: Part I: Invited Talks; Machine Learning; Pattern Recognition and Data Analysis; Applications. Part II: Uncertainty Management and Decision Making; Optimization and Statistical Methods; Applications.
Operations Research Proceedings 2023
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Author : Guido Voigt
language : en
Publisher: Springer Nature
Release Date : 2025-08-23
Operations Research Proceedings 2023 written by Guido Voigt and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-23 with Business & Economics categories.
This book gathers a selection of peer-reviewed papers presented at the International Conference on Operations Research (OR 2023), which was held at Universität Hamburg, Germany, August 29–September 1, 2023. More than 700 scientists, practitioners, and students from mathematics, computer science, business/economics, and related fields attended the conference and presented more than 500 papers in plenary presentations, parallel topic streams, as well as special award sessions. The book discusses classical mathematical optimization, statistics, and simulation techniques. These are complemented by computer science methods and by tools for processing data, designing and implementing information systems. The book also examines recent advances in information technology, which allow big data volumes to be processed and enable real-time predictive and prescriptive business analytics to drive decisions and actions. Lastly, it encompasses addressing problems modeled and treated while considering factors such as uncertainty, risk management, and behavioral issues.