Waleed A. Yousef

On The Smoothness of Cross-Validation-Based Estimators Of Classifier Performance

2019 · arXiv (Cornell University)

Many versions of cross-validation (CV) exist in the literature; and each version though has different variants. All are used interchangeably by many practitioners; yet, without explanation to the connection or difference among them. This article …

Machine Learning Assessment: implications to cybersecurity

2019 · arXiv (Cornell University)

This chapter is dedicated to the assessment and performance estimation of machine learning (ML) algorithms, a topic that is equally important to the construction of these algorithms, in particular in the context of cyberphysical security …