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VergeDB: A Database for IoT Analytics on Edge Devices

Summary: VergeDB: an edge-focused DB that performs adaptive, task-aware compression of IoT time-series and exposes analytics/ML as first-class operations, enabling in-situ queries on raw or compressed data. Optimizes compute/storage/network tradeoffs to maximize throughput and downstream accuracy. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hdab498fff4337134
Venue
CIDR
Year
2021
Pagerank
5.8347611e-05
Overall Rank
6,202 | 58.43%
DOI
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PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{paparrizos_cidr21,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '21},
        title = {{VergeDB: A Database for IoT Analytics on Edge Devices}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Paparrizos, John and Liu, Chunwei and Barbarioli, Bruno and Hwang, Johnny and Edian, Ikraduya and Elmore, Aaron J. and Franklin, Michael J. and Krishnan, Sanjay},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
1,636 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.9985086e-05
1,950 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.303437e-05
1,981 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2505963e-05
3,311 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 7.4166167e-05
3,734 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 7.0434227e-05
4,373 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.6191786e-05
5,489 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.0972774e-05
6,700 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.6877938e-05
6,712 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.6852386e-05
7,661 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 5.4565877e-05
8,688 Accelerating Product Quantization Query Execution Runtime 2021 SIGMOD 5.2730113e-05
9,522 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 5.151324e-05
9,523 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 5.151324e-05
9,528 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 5.151324e-05
9,660 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 5.1289226e-05
9,694 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 5.1258854e-05
9,874 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 5.1049732e-05
9,951 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 5.0910746e-05
10,546 HYDRA: A Multi-Level Hierarchy-Driven Approach for Robust Anomaly Detection in Time Series 2026 SIGMOD 4.9605343e-05
10,560 MUFASA: Fast and Accurate Multivariate Time-Series Clustering 2026 SIGMOD 4.9605343e-05
10,587 The Power of Anomaly Detection in Predictive Maintenance: [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
11,277 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.9605343e-05
11,525 The Tipping Point of Edge-Cloud Data Management 2024 CIDR 4.9605343e-05
11,637 QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models 2024 VLDB 4.9605343e-05
11,799 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.9605343e-05
13,822 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
36 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00047770864
37 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00047654188
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045609336
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036097627
147 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00028941363
198 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00025558119
285 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00022143946
481 Fast Time Sequence Indexing for Arbitrary Lp Norms 2000 VLDB 0.00017567157
541 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00016627384
625 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00015436082
798 Query Processing for Sensor Networks 2003 CIDR 0.00013867083
812 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00013710393
1,022 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012400958
1,578 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00010155847
1,614 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010054823
3,611 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.1443694e-05
4,334 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.6441978e-05
4,717 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 6.4388287e-05
5,363 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 6.1475521e-05
8,175 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3689261e-05
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