Midwestern Energy Supply Issues: A Survey of State Views.

Hilton, Margaret L.; Ballou, S.W.

doi:10.2172/12035808

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Applications Of Ppdm and ML In Medical And Healthcare1

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2023

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“…The utility efficiency is fixed based on the specific application. The clinical utility shows the amount of data that may be used to facilitate treatment (Hilton, 2018).…”

Section: Applications Of Ppdm and ML In Medical And Healthcarementioning

confidence: 99%

Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions

Naresh¹,

Thamarai²

2023

WIREs Data Min & Knowl

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Data mining (DM) and machine learning (ML) applications in medical diagnostic systems are budding. Data privacy is essential in these systems as healthcare data are highly sensitive. The proposed work first discusses various privacy and security challenges in these systems. To address these next, we discuss different privacy-preserving (PP) computation techniques in the context of DM and ML for secure data evaluation and processing. The state-of-the-art applications of these systems in healthcare are analyzed at various stages such as data collection, data publication, data distribution, and output phases regarding PPDM and input, model, training, and output phases in the context of PPML. Furthermore, PP federated learning is also discussed. Finally, we present open challenges in these systems and future research directions.

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“…The utility efficiency is fixed based on the specific application. The clinical utility shows the amount of data that may be used to facilitate treatment (Hilton, 2018).…”

Section: Applications Of Ppdm and ML In Medical And Healthcarementioning

confidence: 99%

Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions

Naresh¹,

Thamarai²

2023

WIREs Data Min & Knowl

View full text Add to dashboard Cite

show abstract

Midwestern Energy Supply Issues: A Survey of State Views.

Cited by 1 publication

References 0 publications

Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions

Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions

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