Continuous Matrix Approximation on Distributed Data
Summary: Deterministic distributed streaming matrix sketch for tracking norm directions: maintain a compact B s.t. for any unit x, | ||Ax||^2 − ||Bx||^2 | ≤ ε||A||_F^2. Low-communication protocol with O((m/ε) log(βN)) across m sites; validated on real large datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mina Ghashami
- 2. Jeff M. Phillips
- 3. Feifei Li
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,775 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 4.9252038e-05 |
| 7,952 | Efficient Matrix Sketching over Distributed Data | 2017 | PODS | 4.6089395e-05 |
| 10,138 | AeroSketch: Near-Optimal Time Matrix Sketch Framework for Persistent, Sliding Window, and Distributed Streams | 2026 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 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 | 0.00072660894 |
| 398 | Mergeable Summaries | 2012 | PODS | 0.00024383201 |
| 743 | Distributed Top-K Monitoring | 2003 | SIGMOD | 0.00017318557 |
| 1,349 | Streaming Pattern Discovery in Multiple Time-Series | 2005 | VLDB | 0.00012453634 |
| 1,394 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012218557 |
| 1,642 | Communication-Efficient Distributed Monitoring of Thresholded Counts | 2006 | SIGMOD | 0.00011037826 |
| 1,744 | Space-optimal Heavy Hitters with Strong Error Bounds | 2009 | PODS | 0.00010694459 |
| 2,934 | Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles | 2005 | SIGMOD | 7.8628636e-05 |
| 4,190 | Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks | 2012 | PODS | 6.3677694e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,068 | Optimal Sampling From Distributed Streams | 2010 | PODS | 9.638573e-05 |
| 11,831 | Variability in Data Streams | 2016 | PODS | 4.1905499e-05 |
| 6,717 | Continuous Distributed Counting for Non-monotonic Streams | 2012 | PODS | 4.9459755e-05 |
| 1,006 | Adaptive Filters for Continuous Queries over Distributed Data Streams | 2003 | SIGMOD | 0.00014684829 |
| 11,861 | Scalable Approximate Query Tracking over Highly Distributed Data Streams | 2016 | SIGMOD | 4.1905499e-05 |
| 4,246 | Optimal Tracking of Distributed Heavy Hitters and Quantiles | 2009 | PODS | 6.318484e-05 |
| 7,931 | Optimal Approximate Matrix Multiplication over Sliding Windows | 2026 | VLDB | 4.6089395e-05 |
| 1,394 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012218557 |
| 7,952 | Efficient Matrix Sketching over Distributed Data | 2017 | PODS | 4.6089395e-05 |
| 6,775 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 4.9252038e-05 |