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Home/Authors/Katariina Perkonoja

Katariina Perkonoja

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26

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Stats Method.×1Crypto×1

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Joni Virta1×

Research Timeline

2026
Data anonymization in the presence of outliers via invariant coordinate selection

The paper proposes ICSA, a robust anonymization technique that replaces PCA with invariant coordinate selection to improve data privacy protection, especially when the dataset contains outliers, outperforming existing methods like SA.

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Papers

stat.MEcs.CRRecentMay 6, 2026

Data anonymization in the presence of outliers via invariant coordinate selection

Katariina Perkonoja, Joni Virta

The paper proposes ICSA, a robust anonymization technique that replaces PCA with invariant coordinate selection to improve data privacy protection, especially when the dataset contains outliers, outpe…

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