A Theoretical Analysis of Why Hybrid Ensembles Work

Algorithm 2

Process to estimate instability.

Input: A data set , a clssification algorithm , as in (3), the number of trials

Output: A possible value of as in (3)

Steps:

For to

Sample and generate

Train by applying on

Sample and generate

Train by applying on

Sample and generate

Use to test and

If the disagreement rate ≥ then

End If

End For

Return