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Differential Privacy and Noise Injection Mechanisms: A Practical Mathematical Framework for Safe Aggregate Statistics

Organisations often want to publish useful statistics—such as average income, disease counts, or customer churn rates—without exposing information about any single person. Traditional anonymisation...

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