160 citations · 1.5k across the 122 of their papers we have counts for
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cs.LG2009★ 37 cited
Learning Exponential Families in High-Dimensions: Strong Convexity and Sparsity
Sham M. Kakade, Ohad Shamir, Karthik Sridharan +1
The versatility of exponential families, along with their attendant convexity properties, make them a popular and effective statistical model. A central issue is learning these mod…
cs.LG2009★ 160 cited
Regularization Techniques for Learning with Matrices
Sham M. Kakade, Shai Shalev-Shwartz, Ambuj Tewari
There is growing body of learning problems for which it is natural to organize the parameters into matrix, so as to appropriately regularize the parameters under some matrix norm (…