53 citations · 65 across the 3 of their papers we have counts for
3 papers
stat.ML2018★ 53 cited
On efficient global optimization via universal Kriging surrogate models
Pramudita Satria Palar, Koji Shimoyama
In this paper, we investigate the capability of the universal Kriging (UK) model for single-objective global optimization applied within an efficient global optimization (EGO) fram…
stat.CO2017★ 4 cited
Global Sensitivity Analysis via Multi-Fidelity Polynomial Chaos Expansion
Pramudita Satria Palar, Lavi Rizki Zuhal, Koji Shimoyama +1
The presence of uncertainties are inevitable in engineering design and analysis, where failure in understanding their effects might lead to the structural or functional failure of…
cs.NE2017★ 8 cited
Exploiting Active Subspaces in Global Optimization: How Complex is your Problem?
Pramudita Satria Palar, Koji Shimoyama
When applying optimization method to a real-world problem, the possession of prior knowledge and preliminary analysis on the landscape of a global optimization problem can give us…