A New Ensemble Method with Feature Space Partitioning for High-Dimensional Data Classification

Algorithm 2

AdaBoost.

Input: training data size of , Inducer , number of iterations

Output: Aggregated classifier

Begin:

(1)   with instance weights assigned to be 1

(2)  for to

(3)  

(4)  

(5)  If , set to a bootstrap sample from with weight 1 for every instance and go to Step  3

(6)  

(7)  For each , if then

(8)  Normalize the weights of instances so the total weight of is

(9) }

(10) 

End