Original paper
Network Lasso: Clustering and Optimization in Large Graphs
Abstract
Convex optimization is an essential tool for modern data analysis, as it provides a framework to formulate and solve many problems in machine learning and data mining. However, general convex optimization solvers do not scale well, and scalable solvers are often specialized to only work on a narrow class of problems. Therefore, there is a need for simple, scalable algorithms that can solve many common optimization problems. In this paper, we...
Paper Details
Title
Network Lasso: Clustering and Optimization in Large Graphs
Published Date
Jul 1, 2015
Journal
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Notes
History