In what way can we reduce misclassification bias in statistical learning so that we obtain more accurate classifier-based statistics? There are two conflicting developments that affect the field of ...

Our lab has developed many data analysis workflows adapting and integrating sophisticated statistical methods to evaluate complex molecular datasets that we obtain with MS technologies. We are ...

It is shown that bagging, a computationally intensive method, asymptotically improves the performance of nearest neighbour classifiers provided that the resample size is less than 69% of the actual ...