Combining Databases and Signal Processing in Plato
Summary: Plato: an extensible DBMS that uses signal-processing to infer statistical models of spatiotemporal sensor measurements as noisy, incomplete samples of an underlying ground truth. Queries run over models (not raw readings), yielding strong compression, faster execution, and higher-quality results via explicit signal/noise separation. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yannis Katsis (University of California San Diego)
- 2. Yoav Freund (University of California San Diego)
- 3. Yannis Papakonstantinou (University of California San Diego)
BibTeX Citation
@inproceedings{katsis_cidr15,
address = {Amsterdam, Netherlands},
series = {{CIDR} '15},
title = {{Combining Databases and Signal Processing in Plato}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Katsis, Yannis and Freund, Yoav and Papakonstantinou, Yannis},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,973 | ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra | 2018 | VLDB | 9.3673522e-05 |
| 4,345 | ASAP: Prioritizing Attention via Time Series Smoothing | 2017 | VLDB | 6.7513816e-05 |
| 4,762 | Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB | 2022 | VLDB | 6.519484e-05 |
| 6,590 | MOST: Model-Based Compression with Outlier Storage for Time Series Data | 2023 | SIGMOD | 5.8316635e-05 |
| 9,077 | Enabling Signal Processing over Data Streams | 2017 | SIGMOD | 5.3251649e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9 | Online Aggregation | 1997 | SIGMOD | 0.00077458002 |
| 106 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00033539462 |
| 337 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00020783399 |
| 408 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00019008806 |
| 1,437 | Querying Continuous Functions in a Database System | 2008 | SIGMOD | 0.00010790718 |
| 2,367 | Using Probabilistic Models for Data Management in Acquisitional Environments | 2005 | CIDR | 8.6855754e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,530 | PLACE: A Query Processor for Handling Real-time Spatio-temporal Data Streams | 2004 | VLDB |
| 2 | 563 | Plan-Structured Deep Neural Network Models for Query Performance Prediction | 2019 | VLDB |
| 3 | 11,166 | PLAQUE: Automated Predicate Learning at Query Time | 2024 | SIGMOD |
| 4 | 1,638 | U-DBMS: A Database System for Managing Constantly-Evolving Data | 2005 | VLDB |
| 5 | 5,953 | The Tensor Data Platform: Towards an AI-centric Database System | 2023 | CIDR |
| 6 | 13,496 | Demonstration of ModelarDB: Model-Based Management of Dimensional Time Series | 2019 | SIGMOD |
| 7 | 1,927 | Here are my Data Files. Here are my Queries. Where are my Results? | 2011 | CIDR |
| 8 | 2,367 | Using Probabilistic Models for Data Management in Acquisitional Environments | 2005 | CIDR |
| 9 | 13,836 | Entirely Declarative Sensor Network Systems | 2006 | VLDB |
| 10 | 3,595 | Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees | 2020 | VLDB |