Bias-Variance Analysis of ECOC and Bagging Using Neural Nets

@inproceedings{Zor2011BiasVarianceAO,
  title={Bias-Variance Analysis of ECOC and Bagging Using Neural Nets},
  author={Cemre Zor and Terry Windeatt and Berrin A. Yanikoglu},
  booktitle={Ensembles in Machine Learning Applications},
  year={2011}
}
One of the methods used to evaluate the performance of ensemble classi ers is bias and variance analysis. In this paper, we analyse bagging and ECOC ensembles using bias-variance domain of James [1] and make a comparison with single classi ers, when using Neural Networks (NNs) as base classi ers. As the performance of the ensembles depends on the individual… CONTINUE READING