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Division of privacy budget.
a. Instead of equally dividing the privacy budget to each layer of decision tree [35], design an adjustable privacy budget assignment strategy.
The situation gets worse if the given privacy budget is small.
Data provider Data provider sets several privacy parameters (e.g. privacy budget, etc).
This can include increasing privacy budget parameter and studying its effectiveness on specific industrial applications.
Without processing the original data q, Stage 3 consumes no privacy budget.
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And yet again, design of an optimal privacy budgeting strategy is a great challenge [16].
Some of the future work perspectives include applying cryptography techniques to DP, designing efficient schemes for DP implementation in practical life or change in privacy budgets to see its effectiveness.
In conclusion, Line 1, Line 2, Lines 3-8, and Line 9 use 0, 0, 0, and ε privacy budgets, respectively.
Finally, a fixed number of iterations allows us to allocate privacy budgets easily, e.g., evenly split across iterations as in this work.
The AUC of our method remains stable under all privacy budgets and is significantly close to the public data baseline that uses the complete private data set as public data.
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CEO of Professional Science Editing for Scientists @ prosciediting.com