Simulating time-to-event data from parametric distributions, custom distributions, competing risk models and general multi-state models

10/20/2021
by   Michael J. Crowther, et al.
0

In this paper I describe some substantial extensions to the survsim command for simulating survival data. survsim can now simulate survival data from a parametric distribution, a custom/user-defined distribution, from a fitted merlin model, from a specified cause-specific hazards competing risks model, or from a specified general multi-state model (with multiple timescales). Left truncation (delayed entry) is now also available for all settings. I illustrate the command with some examples, demonstrating the huge flexibility that can be used to better evaluate statistical methods.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/02/2020

Deep Survival Machines: Fully Parametric Survival Regression and Representation Learning for Censored Data with Competing Risks

We describe a new approach to estimating relative risks in time-to-event...
research
05/11/2023

Neural Fine-Gray: Monotonic neural networks for competing risks

Time-to-event modelling, known as survival analysis, differs from standa...
research
01/10/2018

SemiCompRisks: An R Package for Independent and Cluster-Correlated Analyses of Semi-Competing Risks Data

Semi-competing risks refer to the setting where primary scientific inter...
research
05/12/2022

A single risk approach to the semiparametric copula competing risks model

A typical situation in competing risks analysis is that the researcher i...
research
04/09/2022

Survival Seq2Seq: A Survival Model based on Sequence to Sequence Architecture

This paper introduces a novel non-parametric deep model for estimating t...
research
09/19/2017

Multilevel mixed effects parametric survival analysis

With the release of Stata 14 came the mestreg command to fit multilevel ...
research
07/13/2023

Including individual Customer Lifetime Value and competing risks in tree-based lapse management strategies

A retention strategy based on an enlightened lapse model is a powerful p...

Please sign up or login with your details

Forgot password? Click here to reset