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. This book in...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 21-May-2025, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031843624)
This book provides a comprehensive introduction to continual and reinforcement learning for edge AI, which investigates how to build an AI agent that can continuously solve new learning tasks and enhance the AI at resource-limited edge devices. Th...Loe edasi...
Sen Lin, Zhi Zhou, Zhaofeng Zhang, Xu Chen, Junshan Zhang
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 11-May-2025, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031845628)
This book conducts a comprehensive and detailed survey of the recent research efforts in edge intelligence. The authors first review the background and present motivation for AI running at the network edge. The book then provides an overview of th...Loe edasi...
James Hughes, Sheridan Houghten, Michael Dubé, Daniel Ashlock, Joseph Alexander Brown, Wendy Ashlock, Matthew Stoodley
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 25-Sep-2024, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031643729)
This book presents algorithms and tools that are designed to model and extract information from personal contact networks, which represent which individuals in a population are physically in contact with one another. The authors developed these tools...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 04-Aug-2024, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031596391)
This book provides a comprehensive overview of reinforcement learning for ridesharing applications. The authors first lay out the fundamentals of the ridesharing system architectures and review the basics of reinforcement learning, including the majo...Loe edasi...
This book provides an accessible yet rigorous first reference for readers interested in learning how to model and analyze cellular network performance using stochastic geometry. In addition to the canonical downlink and uplink settings, analyses o...Loe edasi...
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. This book in...Loe edasi...
This book discusses state-of-the-art stochastic optimization algorithms for distributed machine learning and analyzes their convergence speed. The book first introduces stochastic gradient descent (SGD) and its distributed version, synchronous SGD, w...Loe edasi...
This book presents Internet transport economics as a new approach to understanding the packet-switching paradigm of Internet infrastructure as a global transport system for data packets. It is a prescient view of the Internet’s evolution into a conte...Loe edasi...
This book addresses the urgent issue of massive and inefficient energy consumption by data centers, which have become the largest co-located computing systems in the world and process trillions of megabytes of data every second. Dynamic provisio...Loe edasi...
Jeffrey G. Andrews, Abhishek K. Gupta, Ahmad Alammouri, Harpreet S. Dhillon
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 01-Jul-2023, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031297427)
This book provides an accessible yet rigorous first reference for readers interested in learning how to model and analyze cellular network performance using stochastic geometry. In addition to the canonical downlink and uplink settings, analyses o...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 20-Jun-2023, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031315961)
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...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 26-Nov-2022, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031190667)
This book discusses state-of-the-art stochastic optimization algorithms for distributed machine learning and analyzes their convergence speed. The book first introduces stochastic gradient descent (SGD) and its distributed version, synchronous SGD, w...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 03-Nov-2022, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031144202)
This book presents Internet transport economics as a new approach to understanding the packet-switching paradigm of Internet infrastructure as a global transport system for data packets. It is a prescient view of the Internet’s evolution into a conte...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 20-Oct-2022, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031115486)
This book addresses the urgent issue of massive and inefficient energy consumption by data centers, which have become the largest co-located computing systems in the world and process trillions of megabytes of data every second. Dynamic provisio...Loe edasi...
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 26-Jan-2022, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636392974)
Networks naturally appear in many high-impact domains, ranging from social network analysis to disease dissemination studies to infrastructure system design. Within network studies, network connectivity plays an important role in a myriad o...Loe edasi...
Networks naturally appear in many high-impact domains, ranging from social network analysis to disease dissemination studies to infrastructure system design. Within network studies, network connectivity plays an important role in a myriad o...Loe edasi...
Networks naturally appear in many high-impact domains, ranging from social network analysis to disease dissemination studies to infrastructure system design. Within network studies, network connectivity plays an important role in a myriad of applicat...Loe edasi...
This book provides a quick reference and insights into modeling and optimization of software-defined networks (SDNs). It covers various algorithms and approaches that have been developed for optimizations related to the control plane, the c...Loe edasi...
Konstantinos Poularakis, Leandros Tassiulas, T .V. Lakshman
Sari: Synthesis Lectures on Learning, Networks, and Algorithms
(Ilmumisaeg: 04-Oct-2021, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636391618)
This book provides a quick reference and insights into modeling and optimization of software-defined networks (SDNs). It covers various algorithms and approaches that have been developed for optimizations related to the control plane, the c...Loe edasi...
This book provides a quick reference and insights into modeling and optimization of software-defined networks (SDNs). It covers various algorithms and approaches that have been developed for optimizations related to the control plane, the considerabl...Loe edasi...
