Statistical Analysis of Sketch Estimators
Summary: Statistical analysis of linear sketch estimators for streaming and distributed aggregates; empirical comparison of Fast-AGMS, Count-Min, and others. Finds theory underestimates practical performance; Fast-AGMS often best or near-best across problem classes, guiding practitioners. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Florin Rusu
- 2. Alin Dobra
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 831 | Finding Frequent Items in Data Streams | 2008 | VLDB | 0.00016094846 |
| 3,618 | Persistent Data Sketching | 2015 | SIGMOD | 6.9080647e-05 |
| 5,886 | COMPASS: Online Sketch-based Query Optimization for In-Memory Databases | 2021 | SIGMOD | 5.2847297e-05 |
| 7,163 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.808534e-05 |
| 9,041 | TreeSensing: Linearly Compressing Sketches with Flexibility | 2023 | SIGMOD | 4.3997447e-05 |
| 9,079 | JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation | 2023 | SIGMOD | 4.3956812e-05 |
| 11,340 | AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions | 2022 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 216 | Ripple Joins for Online Aggregation | 1999 | SIGMOD | 0.00033560137 |
| 1,394 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012218557 |
| 3,540 | Approximation Techniques for Spatial Data | 2004 | SIGMOD | 6.9922652e-05 |
| 6,506 | Fast Range-Summable Random Variables for Efficient Aggregate Estimation | 2006 | SIGMOD | 5.0276813e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,697 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB | 4.6701245e-05 |
| 2,439 | gSketch: On Query Estimation in Graph Streams | 2012 | VLDB | 8.8181328e-05 |
| 6,243 | Approximate Distinct Counts for Billions of Datasets | 2019 | SIGMOD | 5.1348218e-05 |
| 6,506 | Fast Range-Summable Random Variables for Efficient Aggregate Estimation | 2006 | SIGMOD | 5.0276813e-05 |
| 7,839 | Sketch-based Querying of Distributed Sliding-Window Data Streams | 2012 | VLDB | 4.6338068e-05 |
| 11,306 | Bayesian Sketches for Volume Estimation in Data Streams | 2023 | VLDB | 4.1905499e-05 |
| 8,445 | Efficient framework for operating on data sketches | 2023 | VLDB | 4.5042806e-05 |
| 3,273 | Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation | 2018 | SIGMOD | 7.2899198e-05 |
| 8,695 | Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries | 2024 | SIGMOD | 4.461508e-05 |
| 1,065 | Processing Complex Aggregate Queries over Data Streams | 2002 | SIGMOD | 0.00014344675 |