Abstract: The MapReduce programming paradigm has been increasingly adopted to implement data-intensive applications processing both small and large scale datasets. As most jobs in data centers have a ...

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Abstract: MapReduce is a widely-used model for data parallel applications. We found its resource utilization is inefficient when there are not enough tasks to fill all task slots as the resources ...