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Delegation sketch: a parallel design with support for fast and accurate concurrent operations

Charalampos Stylianopoulos, Ivan Walulya, Magnus Almgren, Olaf Landsiedel, Marina Papatriantafilou

2020Year
7Citations
2Top-tier citations

Abstract

Sketches are data structures designed to answer approximate queries by trading memory overhead with accuracy guarantees. More specifically, sketches efficiently summarize large, high-rate streams of data and quickly answer queries on these summaries. In order to support such high throughput rates in modern architectures, parallelization and support for fast queries play a central role, especially when monitoring unpredictable data that can change rapidly as, e.g., in network monitoring for large-scale denial-of-service attacks. However, most existing parallel sketch designs have focused either on high insertion rate or on high query rate, and fail to support cases when these operations are concurrent.

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