Search Results for author: Nicholas Oune

Found 2 papers, 0 papers with code

Data Fusion with Latent Map Gaussian Processes

no code implementations4 Dec 2021 Nicholas Oune, Jonathan Tammer Eweis-Labolle, Ramin Bostanabad

Multi-fidelity modeling and calibration are data fusion tasks that ubiquitously arise in engineering design.

Gaussian Processes

Latent Map Gaussian Processes for Mixed Variable Metamodeling

no code implementations7 Feb 2021 Nicholas Oune, Ramin Bostanabad

In this paper, we introduce latent map Gaussian processes (LMGPs) that inherit the attractive properties of GPs and are also applicable to mixed data which have both quantitative and qualitative inputs.

Bayesian Optimization Gaussian Processes +1

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