126 citations · 373 across the 10 of their papers we have counts for
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cs.LG2021★ 126 cited
An Efficient Batch Constrained Bayesian Optimization Approach for Analog Circuit Synthesis via Multi-objective Acquisition Ensemble
Shuhan Zhang, Fan Yang, Changhao Yan +2
Bayesian optimization is a promising methodology for analog circuit synthesis. However, the sequential nature of the Bayesian optimization framework significantly limits its abilit…
cs.LG2021★ 1 cited
PSpan:Mining Frequent Subnets of Petri Nets
Ruqian Lu, Shuhan Zhang
This paper proposes for the first time an algorithm PSpan for mining frequent complete subnets from a set of Petri nets. We introduced the concept of complete subnets and the net g…
cs.LG2019★ 70 cited
Bayesian Optimization Approach for Analog Circuit Synthesis Using Neural Network
Shuhan Zhang, Wenlong Lyu, Fan Yang +3
Bayesian optimization with Gaussian process as surrogate model has been successfully applied to analog circuit synthesis. In the traditional Gaussian process regression model, the…