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monoreg (version 2.1)

Bayesian Monotonic Regression Using a Marked Point Process Construction

Description

An extended version of the nonparametric Bayesian monotonic regression procedure described in Saarela & Arjas (2011) , allowing for multiple additive monotonic components in the linear predictor, and time-to-event outcomes through case-base sampling. The extension and its applications, including estimation of absolute risks, are described in Saarela & Arjas (2015) . The package also implements the nonparametric ordinal regression model described in Saarela, Rohrbeck & Arjas .

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Version

Install

install.packages('monoreg')

Monthly Downloads

239

Version

2.1

License

GPL (>= 2)

Maintainer

Olli Saarela

Last Published

April 30th, 2023

Functions in monoreg (2.1)

risks

Absolute risks from 7 survival models
getcmat

A matrix of point process configurations in p-dimensional covariate space
monoreg

Bayesian monotonic regression
ordmonoreg

Bayesian monotonic regression
monosurv

Bayesian monotonic regression for time-to-event outcomes