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Mathematical Problems in Engineering
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Mathematical Problems in Engineering
/
2015
/
Article
/
Alg 3
Research Article
A New Ensemble Method with Feature Space Partitioning for High-Dimensional Data Classification
Algorithm 3
Random forest.
Input:
training data
, number of selected variables
, number of trees
Output:
Aggregated classifier
Begin:
(1) for
to
(2)
= bootstrap sample from
(sample with replacement)
(3)
size of
(
will be randomly selected from original input space)
(4)
(
: Classification and regression tree)
(5) }
(6)
End