Other packages > Find by keyword >

presmoothedTP  

Presmoothed Landmark Aalen-Johansen Estimator of Transition Probabilities for Complex Multi-State Models
View on CRAN: Click here


Download and install presmoothedTP package within the R console
Install from CRAN:
install.packages("presmoothedTP")

Install from Github:
library("remotes")
install_github("cran/presmoothedTP")

Install by package version:
library("remotes")
install_version("presmoothedTP", "0.1.0")



Attach the package and use:
library("presmoothedTP")
Maintained by
Gustavo Soutinho
[Scholar Profile | Author Map]
First Published: 2025-01-22
Latest Update: 2025-01-22
Description:
Multi-state models are essential tools in longitudinal data analysis. One primary goal of these models is the estimation of transition probabilities, a critical metric for predicting clinical prognosis across various stages of diseases or medical conditions. Traditionally, inference in multi-state models relies on the Aalen-Johansen (AJ) estimator which is consistent under the Markov assumption. However, in many practical applications, the Markovian nature of the process is often not guaranteed, limiting the applicability of the AJ estimator in more complex scenarios. This package extends the landmark Aalen-Johansen estimator (Putter, H, Spitoni, C (2018) <doi:10.1177/0962280216674497>) incorporating presmoothing techniques described by Soutinho, Meira-Machado and Oliveira (2020) <doi:10.1080/03610918.2020.1762895>, offering a robust alternative for estimating transition probabilities in non-Markovian multi-state models with multiple states and potential reversible transitions.
How to cite:
Gustavo Soutinho (2025). presmoothedTP: Presmoothed Landmark Aalen-Johansen Estimator of Transition Probabilities for Complex Multi-State Models. R package version 0.1.0, https://cran.r-project.org/web/packages/presmoothedTP. Accessed 03 Apr. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited presmoothedTP R package
View presmoothedTP citation profile
Other R packages that presmoothedTP depends, imports, suggests or enhances
Complete documentation for presmoothedTP
Functions, R codes and Examples using the presmoothedTP R package
Full presmoothedTP package functions and examples
Downloads during the last 30 days
03/0403/0503/0603/0703/0803/0903/1003/1103/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/02Downloads for presmoothedTP02468101214TrendBars

Today's Hot Picks in Authors and Packages

RobustANOVA  
Robust One-Way ANOVA Tests under Heteroscedasticity and Nonnormality
Robust tests (RW, RPB and RGF) are provided for testing the equality of several long-tailed symmetri ...
Download / Learn more Package Citations See dependency  
RPMG  
Graphical User Interface (GUI) for Interactive R Analysis Sessions
Really Poor Man's Graphical User Interface, used to create interactive R analysis sessions with simp ...
Download / Learn more Package Citations See dependency  
RZooRoH  
Partitioning of Individual Autozygosity into Multiple Homozygous-by-Descent Classes
Functions to identify Homozygous-by-Descent (HBD) segments associated with runs of homozygosity (ROH ...
Download / Learn more Package Citations See dependency  
automl  
Deep Learning with Metaheuristic
Fits from simple regression to highly customizable deep neural networks either with gradient descen ...
Download / Learn more Package Citations See dependency  
jointDiag  
Joint Approximate Diagonalization of a Set of Square Matrices
Different algorithms to perform approximate joint diagonalization of a finite set of square matrice ...
Download / Learn more Package Citations See dependency  
RI2by2  
Randomization Inference for Treatment Effects on a Binary Outcome
Computes attributable effects based confidence interval, permutation test confidence interval, or as ...
Download / Learn more Package Citations See dependency  

23,990

R Packages

207,311

Dependencies

64,809

Author Associations

23,991

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA