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Improved Covariance Modeling with FK
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Classroom Contents
Gaussian Process Regression for Surface Interpolation
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- 1 Gaussian Process Regression for Surface Interpolation
- 2 A Motivating Example from Nanomanufacturing
- 3 Motivation for Spatial Interpolation
- 4 Spatial Interpolation
- 5 1-D Example: Motivation
- 6 1-D Example: Inference on New Data
- 7 1-D Example: Inference on New Data
- 8 Gaussian Process GP
- 9 Covariance Kernal for GPR
- 10 GPR Workflow
- 11 Filtered Kriing Lab Demo
- 12 Spatial Interpolation Based on GPR
- 13 Spatial Interpolation Based on GPR
- 14 Spatial Interpolation Based on GPR
- 15 Spatial Interpolation Based on GPR
- 16 Conventional GPR-Based Methods
- 17 Filtered Kriging
- 18 Improved Covariance Modeling with FK
- 19 Improved Covariance Modeling with FK
- 20 Improved Covariance Modeling with FK
- 21 Improved Covariance Modeling with FK
- 22 Tutorial to Filtered Kriging for Spatial Interpolaton
