Synthesis Lectures on Learning, Networks, and Algorithms – serie
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46 produkter
Embracing Risk
Cyber Insurance as an Incentive Mechanism for Cybersecurity
Av Mingyan Liu
Häftad, 2021
606 kr
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This book provides an introduction to the theory and practice of cyber insurance. Insurance as an economic instrument designed for risk management through risk spreading has existed for centuries. Cyber insurance is one of the newest sub-categories of this old instrument. It emerged in the 1990s in …
Poisson Line Cox Process
Foundations and Applications to Vehicular Networks
Av Harpreet S. Dhillon, Vishnu Vardhan Chetlur
Häftad, 2020
552 kr
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This book provides a comprehensive treatment of the Poisson line Cox process (PLCP) and its applications to vehicular networks. The PLCP is constructed by placing points on each line of a Poisson line process (PLP) as per an independent Poisson point process (PPP). For vehicular applications, one …
Edge Intelligence in the Making
Optimization, Deep Learning, and Applications
Häftad, 2020
735 kr
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With the explosive growth of mobile computing and Internet of Things (IoT) applications, as exemplified by AR/VR, smart city, and video/audio surveillance, billions of mobile and IoT devices are being connected to the Internet, generating zillions of bytes of data at the network edge. Driven by …
Modeling and Optimization in Software-Defined Networks
Av Konstantinos Poularakis, Leandros Tassiulas m. fl.
Häftad, 2021
606 kr
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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 considerable research related to data plane optimization, …
Network Connectivity
Concepts, Computation, and Optimization
Häftad, 2022
552 kr
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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 applications. The diversity of application areas has …
Online Capacity Provisioning for Energy-Efficient Datacenters
Av Minghua Chen, Sid Chi-Kin Chau
Inbunden, 2022
552 kr
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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 provisioning algorithms have the potential to be the most …
Online Capacity Provisioning for Energy-Efficient Datacenters
Av Minghua Chen, Sid Chi-Kin Chau
Häftad, 2023
552 kr
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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 provisioning algorithms have the potential to be the most …
Internet Transport Economics
Inbunden, 2022
1532 kr
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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 content-centric service platform where the quality of …
Internet Transport Economics
Häftad, 2023
1096 kr
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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 content-centric service platform where the quality of …
Optimization Algorithms for Distributed Machine Learning
Av Gauri Joshi
Inbunden, 2022
497 kr
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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, where the task of computing gradients is divided …
Optimization Algorithms for Distributed Machine Learning
Av Gauri Joshi
Häftad, 2023
497 kr
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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, where the task of computing gradients is divided …
Introduction to Cellular Network Analysis Using Stochastic Geometry
Av Jeffrey G. Andrews, Abhishek K. Gupta m. fl.
Inbunden, 2023
443 kr
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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 of heterogeneous cellular networks and dense cellular …
Learning for Decision and Control in Stochastic Networks
Av Longbo Huang
Inbunden, 2023
669 kr
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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 …
Learning for Decision and Control in Stochastic Networks
Av Longbo Huang
Häftad, 2024
606 kr
Kommande
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 …
Introduction to Cellular Network Analysis Using Stochastic Geometry
Av Jeffrey G. Andrews, Abhishek K. Gupta m. fl.
Häftad, 2024
443 kr
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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 of heterogeneous cellular networks and dense cellular …
Reinforcement Learning in the Ridesharing Marketplace
Av Zhiwei (Tony) Qin, Xiaocheng Tang m. fl.
Inbunden, 2024
443 kr
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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 major applicable algorithms. The book describes the …
Reinforcement Learning in the Ridesharing Marketplace
Av Zhiwei (Tony) Qin, Xiaocheng Tang m. fl.
Häftad, 2025
456 kr
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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 major applicable algorithms. The book describes the …
AI Versus Epidemics
Av James Hughes, Sheridan Houghten m. fl.
Inbunden, 2024
499 kr
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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 based on research they conducted during the …
AI Versus Epidemics
Av James Hughes, Sheridan Houghten m. fl.
Häftad, 2025
456 kr
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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 based on research they conducted during the …
Network Games
Av Asu Ozdaglar, Ishai Menache
Häftad, 2011
388 kr
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Traditional network optimization focuses on a single control objective in a network populated by obedient users and limited dispersion of information. However, most of today's networks are large-scale with lack of access to centralized information, consist of users with diverse requirements, and …
NS Simulator for Beginners
Av Eitan Altman, Tania Jiménez
Häftad, 2012
388 kr
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NS-2 is an open-source discrete event network simulator which is widely used by both the research community as well as by the people involved in the standardization protocols of IETF. The goal of this book is twofold: on one hand to learn how to use the NS-2 simulator, and on the other hand, to …
Energy-Efficient Scheduling under Delay Constraints for Wireless Networks
Av Randal Berry, Eytan Modiano m. fl.
Häftad, 2012
312 kr
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Packet delay and energy consumption are important considerations in wireless and sensor networks as these metrics directly affect the quality of service of the application and the resource consumption of the network; especially, for a rapidly growing class of real-time applications that impose …
Packets with Deadlines
A Framework for Real-Time Wireless Networks
Av I-Hong Hou, P.R. Kumar
Häftad, 2013
366 kr
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With the explosive increase in the number of mobile devices and applications, it is anticipated that wireless traffic will increase exponentially in the coming years. Moreover, future wireless networks all carry a wide variety of flows, such as video streaming, online gaming, and VoIP, which have …
Performance Modeling, Stochastic Networks, and Statistical Multiplexing, Second Edition
Häftad, 2013
443 kr
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This monograph presents a concise mathematical approach for modeling and analyzing the performance of communication networks with the aim of introducing an appropriate mathematical framework for modeling and analysis as well as understanding the phenomenon of statistical multiplexing. The models, …
Wireless Network Pricing
Av Jianwei Huang, Lin Gao
Häftad, 2013
388 kr
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Today's wireless communications and networking practices are tightly coupled with economic considerations, to the extent that it is almost impossible to make a sound technology choice without understanding the corresponding economic implications. This book aims at providing a foundational …
Sharing Network Resources
Häftad, 2014
366 kr
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Resource Allocation lies at the heart of network control. In the early days of the Internet the scarcest resource was bandwidth, but as the network has evolved to become an essential utility in the lives of billions, the nature of the resource allocation problem has changed. This book attempts to …
Primer on Physical-Layer Network Coding
Av Soung Chang Liew, Lu Lu m. fl.
Häftad, 2015
552 kr
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The concept of physical-layer network coding (PNC) was proposed in 2006 for application in wireless networks. Since then it has developed into a subfield of communications and networking with a wide following. This book is a primer on PNC. It is the outcome of a set of lecture notes for a course …
Advances in Multi-Channel Resource Allocation
Throughput, Delay, and Complexity
Av Bo Ji, Xiaojun Lin m. fl.
Häftad, 2016
388 kr
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The last decade has seen an unprecedented growth in the demand for wireless services. These services are fueled by applications that often require not only high data rates, but also very low latency to function as desired. However, as wireless networks grow and support increasingly large numbers of …
Analytical Methods for Network Congestion Control
Häftad, 2017
552 kr
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The congestion control mechanism has been responsible for maintaining stability as the Internet scaled up by many orders of magnitude in size, speed, traffic volume, coverage, and complexity over the last three decades. In this book, we develop a coherent theory of congestion control from the …
BATS Codes
Theory and Practice
Av Shenghao Yang, Raymond W. Yeung
Häftad, 2017
552 kr
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This book discusses an efficient random linear network coding scheme, called BATched Sparse code, or BATS code, which is proposed for communication through multi-hop networks with packet loss. Multi-hop wireless networks have applications in the Internet of Things (IoT), space, and under-water …
