94 citations · 361 across the 20 of their papers we have counts for
Showing 2012 · cs.LGShow all
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cs.LG2012★ 1 cited
A Lipschitz Exploration-Exploitation Scheme for Bayesian Optimization
Ali Jalali, Javad Azimi, Xiaoli Fern +1
The problem of optimizing unknown costly-to-evaluate functions has been studied for a long time in the context of Bayesian Optimization. Algorithms in this field aim to find the op…
cs.LG2012★ 30 cited
Clustering using Max-norm Constrained Optimization
Ali Jalali, Nathan Srebro
We suggest using the max-norm as a convex surrogate constraint for clustering. We show how this yields a better exact cluster recovery guarantee than previously suggested nuclear-n…