Introduction to Optimal Quantile Approximation In Streams
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History
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KLL±: Approximate Quantile Sketches over Dynamic Datasets - VLDB 2021
Optimal Quantile Estimation: Beyond the Comparison Model - Meghal Gupta, YRSS
Meghal Gupta: Optimal Quantile Estimation for Streams
KDD 2023 - SketchPolymer: Estimate Per-item Tail Quantile Using One Sketch
Quantile Loss
Optimal Moment Estimation in Data Streams
The Quantile Trick
Sequential Estimation of Quantiles with Applications to A/B-testing and Best-arm Identification
Quantiles and Percentiles, Clearly Explained!!!
Pick The Quantile Solution - Intro to Statistics
ICDE '20 talk: Approximate Quantiles for Datacenter Telemetry Monitoring
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Last Updated: August 14, 2026
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