3.6k citations · 4.3k across the 44 of their papers we have counts for
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Exponentiated Subgradient Algorithm for Online Optimization under the Random Permutation Model
Reza Eghbali, Jon Swenson, Maryam Fazel
Online optimization problems arise in many resource allocation tasks, where the future demands for each resource and the associated utility functions change over time and are not k…
Universal Convexification via Risk-Aversion
Krishnamurthy Dvijotham, Maryam Fazel, Emanuel Todorov
We develop a framework for convexifying a fairly general class of optimization problems. Under additional assumptions, we analyze the suboptimality of the solution to the convexifi…
Learning Graphical Models With Hubs
Kean Ming Tan, Palma London, Karthik Mohan +3
We consider the problem of learning a high-dimensional graphical model in which certain hub nodes are highly-connected to many other nodes. Many authors have studied the use of an…