Sublime generalizes Count-Min and Count Sketch with dynamically elongating counters and expanding counter arrays to deliver sublinear error growth and lower memory use on skewed unbounded streams.
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Novel optimization techniques for navigational graph queries achieve orders of magnitude performance gains over prior methods on diverse real-world workloads.
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Sublime: Sublinear Error & Space for Unbounded Skewed Streams
Sublime generalizes Count-Min and Count Sketch with dynamically elongating counters and expanding counter arrays to deliver sublinear error growth and lower memory use on skewed unbounded streams.
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Optimizing Navigational Graph Queries
Novel optimization techniques for navigational graph queries achieve orders of magnitude performance gains over prior methods on diverse real-world workloads.