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Incremental, Iterative Data Processing with Timely Dataflow
From Communications of the ACM

Incremental, Iterative Data Processing with Timely Dataflow

We describe the timely dataflow model for distributed computation and its implementation in the Naiad system. 

Nonparametric Belief Propagation
From Communications of the ACM

Nonparametric Belief Propagation

Probabilistic graphical models and algorithms for approximate inference have proven to be powerful tools in a wide range of applications in statistics and AI. However...
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