Bringing Machine Learning to Software-Defined Networks
Language: English
Published by Springer Nature Singapore, 2022
- Softcover
- Used
Condition: Used
Current price: £ 31.10
Quantity: 4 available
Add to basketItem description from seller
Zustand: Hervorragend | Sprache: Englisch | Produktart: Bücher | Emerging machine learning techniques bring new opportunities to flexible network control and management. This book focuses on using state-of-the-art machine learning-based approaches to improve the performance of Software-Defined Networking (SDN). It will apply several innovative machine learning methods (e.g., Deep Reinforcement Learning, Multi-Agent Reinforcement Learning, and Graph Neural Network) to traffic engineering and controller load balancing in software-defined wide area networks, as well as flow scheduling, coflow scheduling, and flow migration for network function virtualization in software-defined data center networks. It helps readers reflect on several practical problems of deploying SDN and learn how to solve the problems by taking advantage of existing machine learning techniques. The book elaborates on the formulation of each problem, explains design details for each scheme, and provides solutions by running mathematical optimization processes, conducting simulated experiments, and analyzing the experimental results.…
Seller Inventory # 40553965/1
- Title
- Bringing Machine Learning to Software-Defined Networks
- Author
- Zehua Guo
- Publisher
- Springer Nature Singapore
- Publication year
- 2022
- Condition
- Hervorragend
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 9811948739
- ISBN 13
- 9789811948732
- Series
- Book 15 of 103: SpringerBriefs in Computer Science
- Seller catalogs
- Bücher
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