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This paper presents a method and tool named the Dataflow Model Auto-Constructor (DMAC). DMAC uses frequent-sequence mining and Dempster-Shafer theory to mine a system execution trace and reconstruct its corresponding dataflow model. Distributed system testers then use the resultant dataflow model to analyze performance properties (e.g., end-to-end response time, throughput, and service time) captured...
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