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Language: en
Pages:
Pages:
Type: BOOK - Published: 2016 - Publisher:
The revolution of storage technology in the past few decades made it possible to gather tremendous amount of data anywhere from demand and sales records to web
Language: en
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Type: BOOK - Published: 2017-10-02 - Publisher: SIAM
The primary goal of this book is to provide a self-contained, comprehensive study of the main ?rst-order methods that are frequently used in solving large-scale
Language: en
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Type: BOOK - Published: 2022-12-01 - Publisher: Cambridge University Press
Starting from where a first course in convex optimization leaves off, this text presents a unified analysis of first-order optimization methods – including pa
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Type: BOOK - Published: 2022-11-30 - Publisher: Cambridge University Press
A unified analysis of first-order optimization methods, including parallel-distributed algorithms, using monotone operators.
Language: en
Pages: 416
Pages: 416
Type: BOOK - Published: 2018-11-11 - Publisher: Springer
This book presents tools and methods for large-scale and distributed optimization. Since many methods in "Big Data" fields rely on solving large-scale optimizat