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20122016
most citedCoordinate Descent Converges Faster with the Gauss-Southwell Rule Than Random Selection

88 citations · 101 across the 5 of their papers we have counts for

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Showing 2015Show all

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math.OC2015★ 88 cited

Coordinate Descent Converges Faster with the Gauss-Southwell Rule Than Random Selection

Julie Nutini, Mark Schmidt, Issam H. Laradji +2

There has been significant recent work on the theory and application of randomized coordinate descent algorithms, beginning with the work of Nesterov [SIAM J. Optim., 22(2), 2012],…

stat.ML2015

A General Hybrid Clustering Technique

Saeid Amiri, Bertrand Clarke, Jennifer Clarke +1

Here, we propose a clustering technique for general clustering problems including those that have non-convex clusters. For a given desired number of clusters , we use three stag…