Ensemble Methods

The skml.ensemble module implements ensembles to be used for multi-label classification.

Ensemble Classifier Chains

Ensemble of classifier chains (ECC) trains an ensemble of bagged classifier chains. Each chain is trained on a randomly sampled subset of the training data (with replacement, also known as bagging).


[1]“Classifier chains for multi-label classification”, Read, J., Pfahringer, B., Holmes, G. & Frank, E. (2009). In Proceedings of European conference on Machine Learning and Knowledge Discovery in Databases 2009 (ECML PKDD 2009), Part II, LNAI 5782(pp. 254-269). Berlin: Springer.