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Bayesian analysis of multifidelity computer models with local features and non-nested experimental designs: Application to the WRF model (2020)
Journal Article
Konomi, B., & Karagiannis, G. (2021). Bayesian analysis of multifidelity computer models with local features and non-nested experimental designs: Application to the WRF model. Technometrics, 63(4), 510-522. https://doi.org/10.1080/00401706.2020.1855253

Motivated by a multi-fidelity Weather Research and Forecasting (WRF) climate model application where the available simulations are not generated based on hierarchically nested experimental design, we develop a new co-kriging procedure called Augmente... Read More about Bayesian analysis of multifidelity computer models with local features and non-nested experimental designs: Application to the WRF model.

Calibrations and validations of biological models with an application on the renal fibrosis (2020)
Journal Article
Karagiannis, G., Hao, W., & Lin, G. (2020). Calibrations and validations of biological models with an application on the renal fibrosis. International Journal for Numerical Methods in Biomedical Engineering, 36(5), Article e3329. https://doi.org/10.1002/cnm.3329

We calibrate a mathematical model of renal tubulointerstitial fibrosis by Hao et al which is used to explore potential drugs for Lupus Nephritis, against a real data set of 84 patients. For this purpose, we present a general calibration procedure whi... Read More about Calibrations and validations of biological models with an application on the renal fibrosis.