Non-parametric regression for compositional data

DOI10.1177/1471082X14535522OpenAlexW2163542501MaRDI QIDQ4971409

Marco Di Marzio, Agnese Panzera, Catia Venieri

Publication date: 12 October 2020

Published in: Statistical Modelling (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1177/1471082x14535522

zbMATH Keywords

local linear fitisometric log-ratio (ilr) transformationlocal constant fitsimplicial kernelssoil composition

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (10)

Non-parametric regression on compositional covariates using Bayesian P-splines ⋮ Dependent Bayesian nonparametric modeling of compositional data using random Bernstein polynomials ⋮ A review of compositional data analysis and recent advances ⋮ Multiple linear regression with compositional response and covariates ⋮ When relative and absolute information matter: Compositional predictor with a total in generalized linear models ⋮ Flexible non-parametric regression models for compositional data ⋮ Additive regression for predictors of various natures and possibly incomplete Hilbertian responses ⋮ Additive regression for non-Euclidean responses and predictors ⋮ Sliced inverse regression method for multivariate compositional data modeling ⋮ Partial linear regression of compositional data

Uses Software

• StatDA

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Isometric logratio transformations for compositional data analysis
• Special issue: Advances in compositional data. Selected papers based on the presentations at the CODAWORK 03, workshop on compositional data analysis, Girona, Spain, October 2003
• Multivariate locally weighted least squares regression
• Model-based replacement of rounded zeros in compositional data: classical and robust approaches
• Kernel Density Estimation for Compositional Data
• Non‐parametric Regression for Circular Responses
• Nonparametric Regression for Spherical Data
• Linear regression with compositional explanatory variables
• Geometric approach to statistical analysis on the simplex

This page was built for publication: Non-parametric regression for compositional data