Differential Equations for Modeling Asynchronous Algorithms

8 May 2018Li HeQi MengWei ChenZhi-Ming MaTie-Yan Liu

Asynchronous stochastic gradient descent (ASGD) is a popular parallel optimization algorithm in machine learning. Most theoretical analysis on ASGD take a discrete view and prove upper bounds for their convergence rates... (read more)

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