ENGLISH

Learning for Decision and Control in Stochastic Networks (Synthesis Lectures on Learning, Networks, and Algorithms)

By Longbo Huang

Book information

Publisher
Springer
Year
2023
ISBN
3031315960, 9783031315961
Language
english
Format
RAR
Filesize
10 MB (10588163 bytes)
Edition
2023
Pages
82\0
Time added
2024-07-04 13:55:42

Description

This book introduces the Learning-Augmented Network Optimization (LANO) paradigm, which interconnects network optimization with the emerging AI theory and algorithms and has been receiving a growing attention in network research. The authors present the topic based on a general stochastic network optimization model, and review several important theoretical tools that are widely adopted in network research, including convex optimization, the drift method, and mean-field analysis. The book then covers several popular learning-based methods, i.e., learning-augmented drift, multi-armed bandit and reinforcement learning, along with applications in networks where the techniques have been successfully applied. The authors also provide a discussion on potential future directions and challenges.

Similar books