Many problems of recent interest in statistics and machine learning can be posed in the framework of convex optimization. Due to the explosion in size and complexity of modern datasets, it is increasingly important to be able to solve problems with a very large number of features or training examples. As a result, both the decentralized collection or storage of these datasets as well as accompanying distributed solution methods are either necessary or at least highly desirable. Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers argues that...
Many problems of recent interest in statistics and machine learning can be posed in the framework of convex optimization. Due to the explosion in size...
Dynamic Network Energy Management via Proximal Message Passing presents a fully decentralized method for dynamic network energy management based on message passing between devices. It considers a network of devices, such as generators, fixed loads, deferrable loads, and storage devices, each with its own dynamic constraints and objective, connected by AC and DC lines. The problem is to minimize the total network objective subject to the device and line constraints, over a given time horizon. This is a large optimization problem, with variables for consumption or generation for each device,...
Dynamic Network Energy Management via Proximal Message Passing presents a fully decentralized method for dynamic network energy management based on me...
This book presents pioneering work on a range of innovative practices, experiments, and ideas that are becoming an integral part of urban climate change governance in the 21st century. Theoretically, the book builds on nearly two decades of scholarships identifying the emergence of new urban actors, spaces and political dynamics in response to climate change priorities. However, it further articulates and applies the concepts associated with urban climate change governance by bridging formerly disparate disciplines and approaches. Empirically, the chapters investigate new multi-level urban...
This book presents pioneering work on a range of innovative practices, experiments, and ideas that are becoming an integral part of urban climate chan...