Researcher profile

Umberto Michelucci

2 papers in the PaperMetrix corpus

Publications

Papers by this author

Estimating Neural Network’s Performance with Bootstrap: A Tutorial

2021 · Machine Learning and Knowledge Extraction

Neural networks present characteristics where the results are strongly dependent on the training data, the weight initialisation, and the hyperparameters chosen. The determination of the distribution of a statistical estimator, as the Mean Squared Error …
A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification

2021 · Algorithms

This paper presents the intrinsic limit determination algorithm (ILD Algorithm), a novel technique to determine the best possible performance, measured in terms of the AUC (area under the ROC curve) and accuracy, that can be …