8 citations · 12 across the 2 of their papers we have counts for
3 papers
stat.ML2018
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…