SUrvival Control Chart EStimation Software in R: the success package

02/15/2023
by   Daniel Gomon, et al.
0

Monitoring the quality of statistical processes has been of great importance, mostly in industrial applications. Control charts are widely used for this purpose, but often lack the possibility to monitor survival outcomes. Recently, inspecting survival outcomes has become of interest, especially in medical settings where outcomes often depend on risk factors of patients. For this reason many new survival control charts have been devised and existing ones have been extended to incorporate survival outcomes. The R package success allows users to construct risk-adjusted control charts for survival data. Functions to determine control chart parameters are included, which can be used even without expert knowledge on the subject of control charts. The package allows to create static as well as interactive charts, which are built using ggplot2 (Wickham 2016) and plotly (Sievert 2020).

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/06/2020

Multi-stage optimal dynamic treatment regimes for survival outcomes with dependent censoring

We propose a reinforcement learning method for estimating an optimal dyn...
research
06/26/2020

Monitoring of process and risk-adjusted medical outcomes using a multi-stage MEWMA chart

Most statistical process control programmes in healthcare focus on surve...
research
04/26/2021

Benchmarking survival outcomes: A funnel plot for survival data

Benchmarking is commonly used in many healthcare settings to monitor cli...
research
08/26/2023

survivalContour: Visualizing predicted survival via colored contour plots

Advances in survival analysis have facilitated unprecedented flexibility...
research
04/23/2019

Deep Learning for Survival Outcomes

This manuscripts develops a new class of deep learning algorithms for ou...
research
09/21/2018

Subgroup Identification Using the personalized Package

A plethora of disparate statistical methods have been proposed for subgr...

Please sign up or login with your details

Forgot password? Click here to reset