Verification of De-Identification Techniques for Personal Information Using Tree-Based Methods with Shapley Values

Verification of De-Identification Techniques for Personal Information Using Tree-Based Methods with Shapley Values

With the development of big data and cloud computing technologies, the importance of pseudonym information has grown. However, the tools for verifying whether the de-identification methodology is correctly applied to ensure data confidentiality and usability are insufficient. This paper proposes a v...

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Bibliographic Details
Main Authors: Junhak Lee, Jinwoo Jeong, Sungji Jung, Jihoon Moon, Seungmin Rho
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Journal of Personalized Medicine
Subjects:
de-identification
medical data
machine learning
tree-based method
explainable artificial intelligence
Online Access:https://www.mdpi.com/2075-4426/12/2/190

Internet

https://www.mdpi.com/2075-4426/12/2/190

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