Foundations of Average-Cost Nonhomogeneous Controlled Markov Chains: SpringerBriefs in Electrical and Computer Engineering
Autor Xi-Ren Caoen Limba Engleză Paperback – 10 sep 2020
This brief introduces the novel concept of confluencity and applies a relative optimization approach. It develops a comprehensive theory for optimization of the long-run average of time-nonhomogeneous Markov chains. The book shows that confluencity is the most fundamental concept in optimization, and that relative optimization is more suitable for treating the systems under consideration than standard ideas of dynamic programming. Using confluencity and relative optimization, the author classifies states as confluent or branching and shows how the under-selectivity issue of the long-run average can be easily addressed, multi-class optimization implemented, and Nth biases and Blackwell optimality conditions derived. These results are presented in a book for the first time and so may enhance the understanding of optimization and motivate new research ideas in the area.
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Specificații
ISBN-13: 9783030566777
ISBN-10: 3030566773
Pagini: 120
Ilustrații: VIII, 120 p. 36 illus., 3 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.19 kg
Ediția:1st ed. 2021
Editura: Springer International Publishing
Colecția Springer
Seriile SpringerBriefs in Electrical and Computer Engineering, SpringerBriefs in Control, Automation and Robotics
Locul publicării:Cham, Switzerland
ISBN-10: 3030566773
Pagini: 120
Ilustrații: VIII, 120 p. 36 illus., 3 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.19 kg
Ediția:1st ed. 2021
Editura: Springer International Publishing
Colecția Springer
Seriile SpringerBriefs in Electrical and Computer Engineering, SpringerBriefs in Control, Automation and Robotics
Locul publicării:Cham, Switzerland
Cuprins
Chapter 1. Introduction.- Chapter 2. Confluencity and State Classification.- Chapter 3. Optimization of Average Rewards and Bias: Single Class.- Chapter 4. Optimization of Average Rewards: Multi-Chains.- Chapter 5. The Nth-Bias and Blackwell Optimality.
Recenzii
“The book presents a complete and interesting analysis for the optimization of TNHMCs with long-run average performance.” (Raúl Montes-de-Oca, Mathematical Reviews, March, 2022)
Notă biografică
Professor Xi-Ren Cao gained his B.S. in 1967 from the University of Sciences and Technology of China, and his M.S. and Ph.D. from Harvard University, in 1982 and 1984, respectively. He has worked in numerous industrial, teaching, and research positions since then, and is now a Professor Emeritus, The Hong Kong University of Science and Technology. He has acted as an Industry Consultant, was Editor-in-Chief of Discrete Event Dynamic Systems: Theory and Applications for 9 years, and is a Fellow of IFAC and the IEEE. He has published 125 peer-reviewed journal papers, 12 invited book chapters, and four books.
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Caracteristici
Presents a comprehensive methodology for the performance optimization of time-nonhomogeneous Markov chains Introduces the concept of confluencity, showing how it is fundamental to performance optimization and state classification Tackles various long-standing issues related to time-nonhomogeneous Markov chains. Motivates new research ideas future work in Markov system optimization