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PerfEnforce Demonstration: Data Analytics with Performance Guarantees

Summary: PerfEnforce Demonstration presents a dynamic analytics-scaling engine minimizing cost while probabilistically meeting SLA runtimes. Three scaling families—feedback control, reinforcement learning, and online ML—enable tuning and workload-aware comparisons. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5174
Venue
SIGMOD
Year
2016
Pagerank
9.2272296e-05
Overall Rank
2,234 | 84.47%
DOI
10.1145/2882903.2899402

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