Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams
Summary: Ada-Sketches provide temporally-aware frequency summaries in fixed memory, overcoming Hokusai's growth and discontinuities. Inspired by Dolby noise reduction, they generalize classic sketches with time-adaptive error guarantees and improve point- and range-query accuracy on real streams. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,271 | Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation | 2018 | SIGMOD | 7.2968732e-05 |
| 3,751 | BurstSketch: Finding Bursts in Data Streams | 2021 | SIGMOD | 6.7888099e-05 |
| 6,593 | Out of Many We are One: Measuring Item Batch with Clock-Sketch | 2021 | SIGMOD | 4.9999287e-05 |
| 7,732 | Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items | 2023 | SIGMOD | 4.6657123e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 43 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00072723062 |
| 166 | Approximate Frequency Counts over Data Streams | 2002 | VLDB | 0.00039361552 |
| 344 | Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries | 2001 | VLDB | 0.00026702512 |
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