monoreg: Bayesian Monotonic Regression Using a Marked Point Process Construction

An extended version of the nonparametric Bayesian monotonic regression procedure described in Saarela & Arjas (2011) <DOI:10.1111/j.1467-9469.2010.00716.x>, 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) <DOI:10.1111/sjos.12125>. The package also implements the nonparametric ordinal regression model described in Saarela, Rohrbeck & Arjas <DOI:10.1214/22-BA1310>.

Getting started

Package details

AuthorOlli Saarela, Christian Rohrbeck
MaintainerOlli Saarela <olli.saarela@utoronto.ca>
LicenseGPL (>= 2)
Version2.1
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("monoreg")

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monoreg documentation built on April 30, 2023, 5:12 p.m.