Functional principal component regression and functional partial least squares

Keyphrases

• Functional Principal Component Regression 100%
• Functional Partial Least Squares 100%
• Regularized Regression 60%
• Partial Least Squares Structural Equation Modeling (PLS-SEM) 40%
• Principal Component Regression 40%
• Restricted Maximum Likelihood 40%
• Coefficient Function 40%
• Generalized Cross-validation 20%
• Dimensionality Reduction 20%
• Simulation Study 20%
• Functional Principal Components 20%
• Scalar Response 20%
• Mean Integrated Squared Error 20%
• Regression Functional 20%
• Asymptotic Convergence 20%
• Smoothing Methods 20%
• Spline Basis 20%
• Forgoing 20%
• Convergence Property 20%
• B-spline 20%
• Near-infrared Spectroscopy 20%
• Roughness Penalty 20%
• Penalty Parameter 20%
• Error Criterion 20%
• Near-infrared Spectrum 20%
• Split-sample Tests 20%
• Coefficient Prediction 20%

Mathematics

• Principal Component Regression 100%
• Partial Least Squares 100%
• Maximum Likelihood 28%
• Principal Components 28%
• Coefficient Function 28%
• Asymptotics 14%
• Squared Error 14%
• Spline 14%
• B-Spline 14%
• Generalized Cross 14%
• Simulation Study 14%
• Future Observation 14%
• Convergence Property 14%
• Cross-Validation 14%

Medicine and Dentistry

• Partial Least Squares Regression 100%
• Maximum Likelihood Method 40%
• near Infrared Spectroscopy 20%
• Cross-Validation 20%