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Protecting the privacy of people whose data is used by machine learning algorithms is important. Differential Privacy is the appropriate mathematical framework for formal guarantees of privacy. and boosted decision trees are a popular machine learning technique. So we propose and test a practical algorithm for boosting decision trees that guarantees differential privacy.

Qualitative Longitudinal Research (QLR) is a dynamic and evolving methodology using time as a lens to inform study design. data collection and analysis. A key feature of QLR is the collection of data on more than one occasion. often described as waves or time points .

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