Practical Heteroscedastic Gaussian Process Modeling for Large Simulation Experiments
Author:
Affiliation:
1. Booth School of Business, University of Chicago, Chicago, IL
2. Department of Statistics, Virginia Tech, Hutcheson Hall, Blacksburg, VA
3. Department of Statistics and Applied Probability, University of California Santa Barbara, Santa Barbara, CA
Funder
Division of Mathematical Sciences
Publisher
Informa UK Limited
Subject
Statistics, Probability and Uncertainty,Discrete Mathematics and Combinatorics,Statistics and Probability
Link
https://www.tandfonline.com/doi/pdf/10.1080/10618600.2018.1458625
Reference41 articles.
1. Stochastic Kriging for Simulation Metamodeling
2. Composite Gaussian process models for emulating expensive functions
3. Gaussian predictive process models for large spatial data sets
4. Boukouvalas, A., and Cornford, D. (2009), “Learning Heteroscedastic Gaussian Processes for Complex Datasets,” Tech. Rep., Aston University, Neural Computing Research Group.
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