Prediction-Based Geometric Monitoring Over Distributed Data Streams
Summary: Extends geometric monitoring for distributed streams by adding local predictors to cut communication for threshold-based actuation. Proposes diverse predictors, shows the framework generalizes the original, and achieves 2x-10^3x communication savings on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Nikos Giatrakos (Technical University of Crete; University of Piraeus)
- 2. Antonios Deligiannakis (Technical University of Crete)
- 3. Minos Garofalakis (Technical University of Crete)
- 4. Izchak Sharfman (Technion)
- 5. Assaf Schuster (Technion)
BibTeX Citation
@inproceedings{giatrakos_sigmod12,
title = {{Prediction-Based Geometric Monitoring Over Distributed Data Streams}},
author = {Giatrakos, Nikos and Deligiannakis, Antonios and Garofalakis, Minos and Sharfman, Izchak and Schuster, Assaf},
series = {{SIGMOD} '12},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2213836.2213867},
url = {https://dl.acm.org/doi/10.1145/2213836.2213867},
year = {2012}
}
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,479 | Distributed Online Tracking | 2015 | SIGMOD | 5.6081446e-05 |
| 7,752 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB | 5.5521918e-05 |
| 8,697 | Optimization of Threshold Functions over Streams | 2021 | VLDB | 5.3830471e-05 |
| 11,536 | AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions | 2022 | SIGMOD | 5.093636e-05 |
| 12,054 | Scalable Approximate Query Tracking over Highly Distributed Data Streams | 2016 | SIGMOD | 5.093636e-05 |
| 12,155 | Monitoring Distributed Streams using Convex Decompositions | 2015 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,284 | Streaming in a Connected World: Querying and Tracking Distributed Data Streams | 2007 | SIGMOD |
| 2 | 2,406 | Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles | 2005 | SIGMOD |
| 3 | 7,479 | Distributed Online Tracking | 2015 | SIGMOD |
| 4 | 12,155 | Monitoring Distributed Streams using Convex Decompositions | 2015 | VLDB |
| 5 | 1,045 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB |
| 6 | 1,433 | Communication-Efficient Distributed Monitoring of Thresholded Counts | 2006 | SIGMOD |
| 7 | 12,054 | Scalable Approximate Query Tracking over Highly Distributed Data Streams | 2016 | SIGMOD |
| 8 | 4,989 | Shape Sensitive Geometric Monitoring | 2008 | PODS |
| 9 | 7,752 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB |
| 10 | 2,596 | A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams | 2006 | SIGMOD |