185 citations · 945 across the 83 of their papers we have counts for
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stat.ML2013★ 8 cited
Stochastic Dual Coordinate Ascent with Alternating Direction Multiplier Method
Taiji Suzuki
We propose a new stochastic dual coordinate ascent technique that can be applied to a wide range of regularized learning problems. Our method is based on Alternating Direction Mult…
stat.ML2013★ 4 cited
Direct Learning of Sparse Changes in Markov Networks by Density Ratio Estimation
Song Liu, John A. Quinn, Michael U. Gutmann +2
We propose a new method for detecting changes in Markov network structure between two sets of samples. Instead of naively fitting two Markov network models separately to the two da…
stat.ML2013★ 105 cited
Convex Tensor Decomposition via Structured Schatten Norm Regularization
Ryota Tomioka, Taiji Suzuki
We discuss structured Schatten norms for tensor decomposition that includes two recently proposed norms ("overlapped" and "latent") for convex-optimization-based tensor decompositi…