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stat.ML2018★ 1 cited
Mixed-Stationary Gaussian Process for Flexible Non-Stationary Modeling of Spatial Outcomes
Leo L. Duan, Xia Wang, Rhonda D. Szczesniak
Gaussian processes (GPs) are commonplace in spatial statistics. Although many non-stationary models have been developed, there is arguably a lack of flexibility compared to equippi…
stat.ML2015★ 2 cited
Functional Gaussian Process Model for Bayesian Nonparametric Analysis
Leo L. Duan, Xia Wang, Rhonda D. Szczesniak
Gaussian process is a theoretically appealing model for nonparametric analysis, but its computational cumbersomeness hinders its use in large scale and the existing reduced-rank so…