An extension of log-symmetric regression models: R codes and applications

DOI10.1080/00949655.2015.1081689OpenAlexW2294616020MaRDI QIDQ5222435

Luis Hernando Vanegas, Gilberto A. Paula

Publication date: 1 April 2020

Published in: Journal of Statistical Computation and Simulation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/00949655.2015.1081689

zbMATH Keywords

skewnessP-splinediagnostic methodslog-symmetric regression modelnatural cubicsplinesemi-parametric function

Mathematics Subject Classification ID

General nonlinear regression (62J02) Diagnostics, and linear inference and regression (62J20)

Related Items

A flexible semiparametric regression model for bimodal, asymmetric and censored data ⋮ On a tobit–Birnbaum–Saunders model with an application to medical data ⋮ [Invited tutorial Birnbaum–Saunders regression models: a comparative evaluation of three approaches] ⋮ A survival model with Birnbaum-Saunders frailty for uncensored and censored cancer data ⋮ Additive models with autoregressive symmetric errors based on penalized regression splines ⋮ Assessment of local influence in spatial elliptical linear measurement error models ⋮ Log‐symmetric quantile regression models ⋮ Small‐sample testing inference in symmetric and log‐symmetric linear regression models ⋮ Quantile modeling through multivariate log‐normal/independent linear regression models with application to newborn data ⋮ Log-symmetric regression models under the presence of non-informative left- or right-censored observations ⋮ Influence measures in nonparametric regression model with symmetric random errors ⋮ A class of asymmetric regression models for left-censored data ⋮ On a family of discrete log-symmetric distributions ⋮ Generalized additive partial linear models for analyzing correlated data ⋮ Automatic search intervals for the smoothing parameter in penalized splines ⋮ Estimation and diagnostic for skew-normal partially linear models ⋮ On asymmetric regression models with allowance for temporal dependence ⋮ Generalized log-gamma additive partial linear models with P-spline smoothing

Uses Software

• R
• GAMLSS
• gamair
• ssym
• Formula

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Log-symmetric distributions: statistical properties and parameter estimation
• Residuals and their statistical properties in symmetrical nonlinear models
• Birnbaum-Saunders nonlinear regression models
• Lifetime analysis based on the generalized Birnbaum-Saunders distribution
• Estimating the dimension of a model
• A practical guide to splines
• Flexible smoothing with \(B\)-splines and penalties. With comments and a rejoinder by the authors
• Partially linear modeling of conditional quantiles using penalized splines
• Semiparametric additive models under symmetric distributions
• A semiparametric approach for joint modeling of median and skewness
• Life distributions. Structure of nonparametric, semiparametric, and parametric families.
• From Finite Sample to Asymptotic Methods in Statistics
• Corrected maximum likelihood estimators in heteroscedastic symmetric nonlinear models
• Residuals in Generalized Linear Models
• On scale mixtures of normal distributions
• Deviance residuals and normal scores plots
• Conformal Normal Curvature and Assessment of Local Influence
• Penalized Spline Estimation for Partially Linear Single-Index Models
• Regression
• Transformed symmetric models
• Robust statistical modeling using the Birnbaum‐Saunders‐t distribution applied to insurance
• A Log-Linear Model for the Birnbaum-Saunders Distribution
• Generalized Additive Models for Location, Scale and Shape