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stat.ML2015
Intrinsic Non-stationary Covariance Function for Climate Modeling
Chintan A. Dalal, Vladimir Pavlovic, Robert E. Kopp
Designing a covariance function that represents the underlying correlation is a crucial step in modeling complex natural systems, such as climate models. Geospatial datasets at a g…
stat.ML2015★ 2 cited
Gaussian Process for Noisy Inputs with Ordering Constraints
Cuong Tran, Vladimir Pavlovic, Robert Kopp
We study the Gaussian Process regression model in the context of training data with noise in both input and output. The presence of two sources of noise makes the task of learning…