Outputs (2)

On the Bayesian treed multivariate Gaussian process with linear model of coregionalization (2014)
Journal Article
Konomi, B., Karagiannis, G., & Lin, G. (2015). On the Bayesian treed multivariate Gaussian process with linear model of coregionalization. Journal of Statistical Planning and Inference, 157-158, 1-15. https://doi.org/10.1016/j.jspi.2014.08.010

The Bayesian treed multivariate Gaussian process (BTMGP) and Bayesian treed Gaussian process (BTGP) provide straightforward mechanisms for emulating non-stationary multivariate computer codes that alleviate computational demands by fitting models loc... Read More about On the Bayesian treed multivariate Gaussian process with linear model of coregionalization.

Bayesian treed multivariate Gaussian process with adaptive design: Application to a carbon capture unit (2014)
Journal Article
Konomi, B., Karagiannis, G., Sarkar, A., Sun, X., & Lin, G. (2014). Bayesian treed multivariate Gaussian process with adaptive design: Application to a carbon capture unit. Technometrics, 56(2), 145-158. https://doi.org/10.1080/00401706.2013.879078

Computer experiments are widely used in scientific research to study and predict the behavior of complex systems, which often have responses consisting of a set of nonstationary outputs. The computational cost of simulations at high resolution often... Read More about Bayesian treed multivariate Gaussian process with adaptive design: Application to a carbon capture unit.