The Data Island Problem and Its Mitigation: Are We There Yet?

This article underscores various challenges with training data in the current artificial intelligence-driven era with a special focus on the data island problem (DIP), and identifies practical solutions that can help mitigate the DIP through privacy-by-design approaches or by implementing privacy engineering solutions.

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Institutions

Publication Details

Journal
Computer
Published
2024-11-15
DOI
https://doi.org/10.1109/mc.2024.3454937
Citations
2
Primary Topic
Advanced Data Storage Technologies
Type
article
Field-Weighted Citation Impact
0.70

Funders

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article

The Data Island Problem and Its Mitigation: Are We There Yet?

Abdul Majeed, Seong Oun Hwang
2 citations
Computer
Advanced Data Storage Technologies
0.70
article

The Data Island Problem and Its Mitigation: Are We There Yet?

Abdul Majeed, Seong Oun Hwang
article en
2 citations

Abstract

This article underscores various challenges with training data in the current artificial intelligence-driven era with a special focus on the data island problem (DIP), and identifies practical solutions that can help mitigate the DIP through privacy-by-design approaches or by implementing privacy engineering solutions.

ComputerVol. 57(12)
Gachon University (KR)
National Research Foundation of Korea
Climate action
Openalex Percentile: Top 26%
Advanced Data Storage Technologies
0.70
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The Data Island Problem and Its Mitigation: Are We There Yet? — Abdul Majeed, Seong Oun Hwang · Computer (2024) | TGRS Research Map | TGRS