Is Anonymization Through Discretization Reliable? Modeling Latent Probability Distributions for Ordinal Data as a Solution to the Small Sample Size Problem

The growing interest in data privacy and anonymization presents challenges, as traditional methods such as ordinal discretization often result in information loss by coarsening metric data. Current research suggests that modeling the latent distributions of ordinal classes can reduce the effectivene...

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Bibliographic Details
Main Authors: Stefan Michael Stroka, Christian Heumann
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Stats
Subjects:
Online Access:https://www.mdpi.com/2571-905X/7/4/70
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