1.1k citations · 7.8k across the 180 of their papers we have counts for
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stat.ML2016★ 14 cited
Homotopy Analysis for Tensor PCA
Anima Anandkumar, Yuan Deng, Rong Ge +1
Developing efficient and guaranteed nonconvex algorithms has been an important challenge in modern machine learning. Algorithms with good empirical performance such as stochastic g…
stat.ML2016★ 23 cited
Online and Differentially-Private Tensor Decomposition
Yining Wang, Animashree Anandkumar
In this paper, we resolve many of the key algorithmic questions regarding robustness, memory efficiency, and differential privacy of tensor decomposition. We propose simple variant…