Dataset Quality Assessment with Permutation Testing Showcased on Network Traffic Datasets

K Wasielewska, D Soukup, T Čejka, J Camacho - Authorea Preprints, 2023 - techrxiv.org
Intelligent and autonomous networks require precise and fast mechanisms that ensure error-
free and efficient operation. Modern solutions are increasingly based on artificial
intelligence, in particular on machine learning, to reliably process huge amounts of data.
Therefore, high-quality datasets are essential to train machine learning models.
Unfortunately, the problem of assessing the quality of datasets is very challenging and often
overlooked. This paper proposes a method for assessing the dataset quality in the context of …

[引用][C] Dataset quality assessment with permutation testing showcased on network traffic datasets (2022)

K Wasielewska, D Soukup, T Cejka, J Camacho
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