121 citations · 214 across the 22 of their papers we have counts for
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stat.ML2017★ 18 cited
Convergence Analysis of Distributed Stochastic Gradient Descent with Shuffling
Qi Meng, Wei Chen, Yue Wang +2
When using stochastic gradient descent to solve large-scale machine learning problems, a common practice of data processing is to shuffle the training data, partition the data acro…
math.PR2017
Distribution flows associated with positivity preserving coercive forms
Xian Chen, Zhi-Ming Ma, Xue Peng
For a given quasi-regular positivity preserving coercive form, we construct a family of (-finite) distribution flows associated with the semigroup of the form. The canonical cad…