Télécharger le livre :  Learning for Decision and Control in Stochastic Networks
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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...

Editeur : Springer
Parution : 2023-06-19
Collection : Synthesis Lectures on Learning, Networks, and Algorithms
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58,29
Télécharger le livre :  Optimization Algorithms for Distributed Machine Learning
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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...

Editeur : Springer
Parution : 2022-11-25
Collection : Synthesis Lectures on Learning, Networks, and Algorithms
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47,69
Télécharger le livre :  Performance Modeling, Loss Networks, and Statistical Multiplexing
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This monograph presents a concise mathematical approach for modeling and analyzing the performance of communication networks with the aim of understanding the phenomenon of statistical multiplexing. The novelty of the monograph is the fresh approach and insights...

Editeur : Springer
Parution : 2022-11-10
Collection : Synthesis Lectures on Learning, Networks, and Algorithms
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99,06
Télécharger le livre :  Communication Networks
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This book results from many years of teaching an upper division course on communication networks in the EECS department at University of California, Berkeley. It is motivated by the perceived need for an easily accessible textbook that puts emphasis on the core concepts...

Editeur : Springer
Parution : 2022-11-10
Collection : Synthesis Lectures on Learning, Networks, and Algorithms
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32,68
Télécharger le livre :  Internet Transport Economics
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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...

Editeur : Springer
Parution : 2022-11-02
Collection : Synthesis Lectures on Learning, Networks, and Algorithms
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95,39
Télécharger le livre :  Online Capacity Provisioning for Energy-Efficient Datacenters
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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...

Editeur : Springer
Parution : 2022-10-19
Collection : Synthesis Lectures on Learning, Networks, and Algorithms
PDF, ePub

52,99