Efficient estimation of smoothing spline with exact shape constraints

DOI10.1080/24754269.2020.1722604OpenAlexW3005433411MaRDI QIDQ5880064

Kam-Wah Tsui, Zhiyang Zhang, Yanran Wei, Xinwei Deng, Vincent M. K. Chan

Publication date: 7 March 2023

Published in: Statistical Theory and Related Fields (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/24754269.2020.1722604

zbMATH Keywords

monotonicitynon-parametric regressionnon-linear constraint

Mathematics Subject Classification ID

Statistics (62-XX)

Uses Software

• UCI-ml
• KernSmooth

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Inference using shape-restricted regression splines
• Smoothing noisy data under monotonicity constraints existence, characterization and convergence rates
• An algorithm for cubic spline fitting with convexity constraints
• Change-point estimation using shape-restricted regression splines
• Shape constrained smoothing using smoothing splines
• On Polya frequency functions. IV: The fundamental spline functions and their limits
• Constrained penalized splines
• A Smooth Test of Goodness-of-Fit for Growth Curves and Monotonic Nonlinear Regression Models
• Monotone Smoothing Splines using General Linear Systems
• ON SEMIPARAMETRIC REGRESSION WITH O'SULLIVAN PENALIZED SPLINES
• Penalized Likelihood for General Semi-Parametric Regression Models
• Monotone B-Spline Smoothing
• Semiparametric Stochastic Mixed Models for Longitudinal Data
• Semiparametric Estimation of Monotone and Concave Utility Functions for Polychotomous Choice Models
• Constrained Partial Linear Regression Splines
• Inequality-Constrained Multivariate Smoothing Splines with Application to the Estimation of Posterior Probabilities
• The elements of statistical learning. Data mining, inference, and prediction

This page was built for publication: Efficient estimation of smoothing spline with exact shape constraints