7 citations · 28 across the 11 of their papers we have counts for
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math.OC2019★ 4 cited
Efficiency of Coordinate Descent Methods For Structured Nonconvex Optimization
Qi Deng, Chenghao Lan
Novel coordinate descent (CD) methods are proposed for minimizing nonconvex functions consisting of three terms: (i) a continuously differentiable term, (ii) a simple convex term,…
math.OC2019★ 3 cited
Stochastic First-order Methods for Convex and Nonconvex Functional Constrained Optimization
Digvijay Boob, Qi Deng, Guanghui Lan
Functional constrained optimization is becoming more and more important in machine learning and operations research. Such problems have potential applications in risk-averse machin…