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The author discusses several algorithms that improve the scalability and communication efficiency of synchronous SGD, such as asynchronous SGD, local-update SGD, quantized and sparsified SGD, and decentralized SGD.
This book discusses the recent research work on designing efficient fault-tolerant synchronization mechanisms for concurrent processes using the relatively new persistent memory technology that combines the low latency benefits of DRAM with the persistence of magnetic disks.
The book introduces the concept of frustration and discusses the question of the quantification of this concept within information theory (IT), while it also... Læs mere
Readers will be guided through the full range of rich data types where data dependencies have been successfully applied, including categorical data with equality... Læs mere
This book provides a practical guide, complete with accompanying Matlab software, to many different types of polynomial and discrete splines and spline-based wavelets, multiwavelets and wavelet frames in signal and image processing applications.
This book presents the latest findings in the areas of data management and smart computing, big data management, artificial intelligence, and data analytics, along with advances in network technologies.
This book covers research trends of data science and management involving... Læs mere
The book covers different aspects of real-world applications of optimization algorithms. The book... Læs mere
The book provides an insight into the practical applications and theoretical foundation of data science. The book discusses new ways of... Læs mere
This book describes in detail a method of direct optimization, which makes it possible to choose the best trajectory of an aircraft in conditions of its limited resource.
Two fractional-order PI controllers are proposed and designed: fractional-order predictive PI and hybrid iterative learning based fractional-order predictive PI controller.