Here are the necessary steps:
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Install the recent Mono including F# as it's described in the section Debian, Ubuntu, and derivatives.
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Install Monodevelop (the addins are not necessary for RProvider, but are handy to have anyway):
sudo apt-get install monodevelop monodevelop-nunit monodevelop-versioncontrol