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MonotonicityTest is an R package thart
implements nonparametric bootstrap tests for detecting monotonicity in
regression functions from Hall, P. and Heckman, N. (2000) doi:10.1214/aos/1016120363.
The function includes tools for visualizing results using
Nadaraya-Watson kernel regression and supports efficient computation
with ‘C++’. More details on this package will be available in Huynh D
and Parast L. “MonotonicityTest: An R Package for Efficient Nonparametric
Monotonicity Testing.” (Under Review)
View tutorial at this link.
We also have a shiny app implementing these methods here.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.