ensemble classifier with naive bayes combination
ensemble classifier with naive bayes combination
The algorithm is implemented in nb_comb.py
Just download it from github.
just run script.py and have a look at the source code.
X=np.array([[1,2,3.1],[2,2,2.3],[1,1,1.1], [1,1,2.1]])Y= [0,1,0,1]from sklearn.naive_bayes import *estimators = [('multinomial', MultinomialNB()), ('gauss', GaussianNB())]model = NBAdditive(estimators)model.fit(X, Y, inds=[[0,1], [2]])print(model.predict(X))