A High Accurate Multiple Classifier System for Entity Resolution Using Resampling and Ensemble Selection

Algorithm 2

Ensemble selection.

Input:

(1) the prediction matrix of all classifiers

(2) the target label

(3) the control parameters: and

Initialization:

(4) ,

Ensemble selection:

(5) get the instance number

(6) apply an optimization tool to solve (10) to get

(7)

(8)     % sgn is sign function

Output:

(9) the weighted predict: