Cox regression models with functional covariates for survival data
From MaRDI portal
Publication:4971417
DOI10.1177/1471082X14565526WikidataQ31002129 ScholiaQ31002129MaRDI QIDQ4971417
Jonathan E. Gellar, Elizabeth Colantuoni, Dale M. Needham, Ciprian M. Crainiceanu
Publication date: 12 October 2020
Published in: Statistical Modelling (Search for Journal in Brave)
survival analysisfunctional data analysisnonparametric statisticsCox proportional hazards modelintensive care unit
Related Items (7)
Additive Functional Cox Model ⋮ Semiparametric Inference for the Functional Cox Model ⋮ Modelling time-varying covariates effect on survival via functional data analysis: application to the MRC BO06 trial in osteosarcoma ⋮ Using persistent homology topological features to characterize medical images: case studies on lung and brain cancers ⋮ Unnamed Item ⋮ Discussion of the paper ‘A general framework for functional regression modelling’ ⋮ FLCRM: Functional linear cox regression model
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Recent advances in functional data analysis and related topics. Selected papers based on the presentations at the international workshop on functional and operatorial statistics (IWFOS'2011), Santander, Spain, June 16--18, 2011.
- Functional linear regression that's interpretable
- Nonparametric survival analysis with time-dependent covariate effects: A penalized partial likelihood approach
- Flexible smoothing with \(B\)-splines and penalties. With comments and a rejoinder by the authors
- Functional linear model
- Generalized functional linear models
- Functional data analysis.
- Estimation in generalized linear models for functional data via penalized likelihood
- Nonparametric functional data analysis. Theory and practice.
- Joint Models for Longitudinal and Time-to-Event Data
- Hazard Regression for Interval-Censored Data with Penalized Spline
- Shrinkage Estimation for Functional Principal Component Scores with Application to the Population Kinetics of Plasma Folate
- Time-Varying Functional Regression for Predicting Remaining Lifetime Distributions from Longitudinal Trajectories
- Functional Data Analysis with R and MATLAB
- Functional Principal Component Regression and Functional Partial Least Squares
- Linear regression with censored data
- Regression with censored data
- Nonparametric Estimation of Relative Risk Using Splines and Cross-Validation
- Smoothing Parameter Selection in Nonparametric Regression Using an Improved Akaike Information Criterion
- Proportional hazards tests and diagnostics based on weighted residuals
- Semiparametric Regression
- Nonparametric Regression Analysis of Longitudinal Data
- Model Selection and Multimodel Inference
- Generalized Linear Models with Functional Predictors
- A Mixed Model Approach for Geoadditive Hazard Regression
This page was built for publication: Cox regression models with functional covariates for survival data
