RandomForests_PerfComparison


Here's the material we'll use for this lecture. 

 

Here's some R code that sketches the RF algo   RandomForests.R

 

Breiman's original papers

     breiman_randomforests.pdf

     Using_random_forests_V3.1.pdf

     http://stat-www.berkeley.edu/users/breiman/RandomForests/

 

Performance Comparisons among different machine learning algorithms

     performanceCompSupervisedLearning-caruana.pdf

     perfEvalSupervisedLearningHighDim-caruana.pdf

 

Recordings:

Part 1.  https://datamining.webex.com/datamining/ldr.php?AT=pb&SP=MC&rID=116472367&rKey=b5e7935b16cf57ac

 

Part 2.  https://datamining.webex.com/datamining/ldr.php?AT=pb&SP=MC&rID=116472377&rKey=9faa9fe50d173ab6