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Constrained Markov Decision Processes - Info and Reading Options

"Constrained Markov Decision Processes" was published by CRC Press LLC in 2021 - Milton, it has 1 pages and the language of the book is English.


“Constrained Markov Decision Processes” Metadata:

  • Title: ➤  Constrained Markov Decision Processes
  • Author:
  • Language: English
  • Number of Pages: 1
  • Publisher: CRC Press LLC
  • Publish Date:
  • Publish Location: Milton

“Constrained Markov Decision Processes” Subjects and Themes:

Edition Specifications:

  • Pagination: 256

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"Constrained Markov Decision Processes" Description:

Open Data:

Cover -- Series Page -- Title Page -- Copyright Page -- Preface -- Biography -- Dedication -- Table of Contents -- 1: Introduction -- 1.1 Examples of Constrained Dynamic Control Problems -- 1.2 On Solution Approaches for CMDPs with Expected Costs -- 1.3 Other Types of CMDPs -- 1.4 Cost Criteria and Assumptions -- 1.5 The Convex Analytical Approach and Occupation Measures -- 1.6 Linear Programming and Lagrangian Approach for CMDPs -- 1.7 About the Methodology -- 1.8 The Structure of the Book -- I: Part One: Finite MDPs -- 2: Markov Decision Processes -- 2.1 The Model -- 2.2 Cost Criteria and the Constrained Problem -- 2.3 Some Notation -- 2.4 The Dominance of Markov Policies -- 3: The Discounted Cost -- 3.1 Occupation Measure and the Primal LP -- 3.2 Dynamic Programming and Dual LP: The Unconstrained Case -- 3.3 Constrained Control: Lagrangian Approach -- 3.4 The Dual LP -- 3.5 Number of Randomizations -- 4: The Expected Average Cost -- 4.1 Occupation Measure and the Primal LP -- 4.2 Equivalent Linear Program -- 4.3 The Dual Program -- 4.4 Number of Randomizations -- 5: Flow and Service Control in a Single-Server Queue -- 5.1 The Model -- 5.2 The Lagrangian -- 5.3 The Original Constrained Problem -- 5.4 Structure of Randomization and Implementation Issues -- 5.5 on Coordination Between Controllers -- 5.6 Open Questions -- II: Part Two: Infinite MDPs -- 6: MDPs with Infinite State and Action Spaces -- 6.1 The Model -- 6.2 Cost Criteria -- 6.3 Mixed Policies and Topologic Structure* -- 6.4 The Dominance of Markov Policies -- 6.5 Aggregation of States* -- 6.6 Extra Randomization in the Policies* -- 6.7 Equivalent Quasi-Markov Model and Quasi-Markov Policies* -- 7: The Total Cost: Classification of MDPs -- 7.1 Transient and Absorbing MDPs -- 7.2 MDPs with Uniform Lyapunov Functions -- 7.3 Equivalence of Mdp with Unbounded and Bounded Costs*

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