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A simple implementation of random forests in plain R

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simpleRF

Marvin N. Wright

Description

Implements random forests (RF, Breiman 2001) with emphasis on simplicity. Uses reference classes and only plain R. Not optimized for computation speed. Allows rapid prototyping of RF-type algorithms.

For a runtime-optimized random forest implementation, see ranger.

TODO

Features:

  • Variable importance
  • Use a standard predict() function
  • ...

Technical stuff:

  • Software tests
  • Profile the code. Possible to make it faster without losing simplicity?

Be careful, this package is not extensively tested!

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A simple implementation of random forests in plain R

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