How to implement Oza bagging Algorithm (online bagging) in matlab?

First, apologies for my poor English;

I need to implement Oza bagging algorithm in matlab. Oza baggins is an algorithm to incremental learning. The pseudo-code is this.

1. Input: S: dataset, M: number of base learners
2.  for n = 1,...,N do
3.   for m = 1,...,M do
4.      let K ~ Poisson(1)
5.          train the base learner Hm -> Y (using (Xn,Yn))
6.    endFor
7.  endFor

My doubt is How to implement incremental learning (line 5) in matlab.

Thank you.

Albert França Josuá Costa [e-mail] [e-mail]

Answer 1

[Sally Al Khamees]

you can use the description of the algorithm here to implement the algorithm.

Also the description of Bagging here might give your pointers