Sparse and efficient estimation for partial spline models with increasing dimension

Mathematics

• Efficient Estimation 100%
• Spline 76%
• Partial 56%
• Smoothing Splines 53%
• Regularization Method 44%
• Roughness Penalty 33%
• Smoothing Function 28%
• Model 27%
• Oracle Property 27%
• Context 25%
• Optimal Rates 25%
• Shrinkage 23%
• Model Selection 20%
• Regularity Conditions 20%
• Penalty 19%
• Predictors 19%
• Asymptotic Properties 18%
• Convergence Rate 17%
• Objective function 17%
• Sample Size 16%
• Path 14%
• Simulation 13%
• Estimator 12%
• Performance 12%
• Form 8%