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Modern Trends in Controlled Stochastic Processes:

Alexey Piunovskiy
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      This book presents state-of-the-art solution methods and applications of stochastic optimal control. It is a collection of extended papers discussed at the traditional Liverpool workshop on controlled stochastic processes with participants from both the east and the west. New problems are formulated, and progresses of ongoing research are reported.Topics covered in this book include theoretical results and numerical methods for Markov and semi-Markov decision processes, optimal stopping of Markov processes, stochastic games, problems with partial information, optimal filtering, robust control, Q-learning, and self-organizing algorithms. Real-life case studies and applications, e.g., queueing systems, forest management, control of water resources, marketing science, and healthcare, are presented. Scientific researchers and postgraduate students interested in stochastic optimal control,- as well as practitioners will find this book appealing and a valuable reference. ​
      Format: Hardback CONTRIBUTORS: Alexey Piunovskiy EAN: 9783030769277 COUNTRY: Switzerland PAGES: WEIGHT: 717 g HEIGHT: 235 cm
      PUBLISHED BY: Springer Nature Switzerland AG DATE PUBLISHED: 2021-06-05 CITY: GENRE: COMPUTERS / Data Science / General, MATHEMATICS / Probability & Statistics / General, SCIENCE / Chaotic Behavior in Systems, TECHNOLOGY & ENGINEERING / Engineering (General) WIDTH: 155 cm SPINE:

      Book Themes:

      Cybernetics and systems theory, Probability and statistics, Stochastics, Nonlinear science, Dynamics and statics, Databases, Artificial intelligence

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      This book presents state-of-the-art solution methods and applications of stochastic optimal control. It is a collection of extended papers discussed at the traditional Liverpool workshop on controlled stochastic processes with participants from both the east and the west. New problems are formulated, and progresses of ongoing research are reported.Topics covered in this book include theoretical results and numerical methods for Markov and semi-Markov decision processes, optimal stopping of Markov processes, stochastic games, problems with partial information, optimal filtering, robust control, Q-learning, and self-organizing algorithms. Real-life case studies and applications, e.g., queueing systems, forest management, control of water resources, marketing science, and healthcare, are presented. Scientific researchers and postgraduate students interested in stochastic optimal control,- as well as practitioners will find this book appealing and a valuable reference. ​
      Format: Hardback CONTRIBUTORS: Alexey Piunovskiy EAN: 9783030769277 COUNTRY: Switzerland PAGES: WEIGHT: 717 g HEIGHT: 235 cm
      PUBLISHED BY: Springer Nature Switzerland AG DATE PUBLISHED: 2021-06-05 CITY: GENRE: COMPUTERS / Data Science / General, MATHEMATICS / Probability & Statistics / General, SCIENCE / Chaotic Behavior in Systems, TECHNOLOGY & ENGINEERING / Engineering (General) WIDTH: 155 cm SPINE:

      Book Themes:

      Cybernetics and systems theory, Probability and statistics, Stochastics, Nonlinear science, Dynamics and statics, Databases, Artificial intelligence

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