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Surveys the theory and history of the alternating direction method of multipliers, and discusses its applications to a wide variety of statistical and machine l
Introduction to Statistical Machine Learning
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Machine learning allows computers to learn and discern patterns without actually being programmed. When Statistical techniques and machine learning are combined
Proximal Algorithms
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Proximal Algorithms discusses proximal operators and proximal algorithms, and illustrates their applicability to standard and distributed convex optimization in
Fixed-Point Algorithms for Inverse Problems in Science and Engineering
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"Fixed-Point Algorithms for Inverse Problems in Science and Engineering" presents some of the most recent work from top-notch researchers studying projection an
Stochastic Hybrid Systems
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Because they incorporate both time- and event-driven dynamics, stochastic hybrid systems (SHS) have become ubiquitous in a variety of fields, from mathematical