Incremental, Iterative Data Processing with Timely Dataflow
We describe the timely dataflow model for distributed computation and its implementation in the Naiad system.
Frank McSherry
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Privacy Integrated Queries: An Extensible Platform For Privacy-Preserving Data Analysis
Privacy Integrated Queries (PINQ) is an extensible data analysis platform designed to provide unconditional privacy guarantees for the records of the underlying data sets. PINQ's analysis language and its implementation provide formal guarantees of differential privacy for any and all uses of the platform.
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