22 citations · 25 across the 4 of their papers we have counts for
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cs.LG2019★ 2 cited
Cascaded Algorithm-Selection and Hyper-Parameter Optimization with Extreme-Region Upper Confidence Bound Bandit
Yi-Qi Hu, Yang Yu, Jun-Da Liao
An automatic machine learning (AutoML) task is to select the best algorithm and its hyper-parameters simultaneously. Previously, the hyper-parameters of all algorithms are joint as…
cs.LG2018★ 22 cited
ZOOpt: Toolbox for Derivative-Free Optimization
Yu-Ren Liu, Yi-Qi Hu, Hong Qian +2
Recent advances in derivative-free optimization allow efficient approximation of the global-optimal solutions of sophisticated functions, such as functions with many local optima,…