17 citations · 65 across the 13 of their papers we have counts for
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stat.ML2019★ 16 cited
Estimating the standard error of cross-Validation-Based estimators of classifier performance
Waleed A. Yousef
First, we analyze the variance of the Cross Validation (CV)-based estimators used for estimating the performance of classification rules. Second, we propose a novel estimator to es…
stat.ML2019
On The Smoothness of Cross-Validation-Based Estimators Of Classifier Performance
Waleed A. Yousef
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 exp…
stat.ML2019★ 1 cited
Machine Learning Assessment: implications to cybersecurity
Waleed A. Yousef
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 algorithm…