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R_HOME needs to be set to the R directory and NOT subdirectorys.In the PATH you will need the R\bin\i386 or R\bin\x64 directory and the bin directory of the used JRE.Here are my settings as an example:PATH=C:\Program Files\R\R-2.12.0\bin\i386;C:\Program Files (x86)\Java\jdk1.6.0_22\binJAVA_HOME=C:\Program Files (x86)\Java\jdk1.6.0_22\binR_HOME=C:\Program Files\R\R-2.12.0
I discovered that my ultimate problem was that I was pointing to the wrong rapidminer.r.native.lib file. Originally I was pointing toC:\Users\Kadir\Documents\R\win-library\2.14\rJava\jri\jri.dll. This is a 32 bit architecture file and was causing all of my problems. It should have pointed to C:\Users\Kadir\Documents\R\win-library\2.14\rJava\jri\x64\jri.dllThe path, environmental variables and the rapidminer.r.native.lib file all need to be pointed at either x64 or x86 bit versions.The path and environmental variables can be set from outside of rapidminer, but to fix the r.native.lib file I had to disable the extension and then go to: Tools -> Preferences -> R and change the location. Then I had to re-enable the R extension and everything worked well.