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ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra

Summary: Introduces ModelarDB, a modular TSMS storing time series as models for fast ingestion, compression, and online queries. Provides adaptive multi-model compression within error bounds, predicate pushdown to a key-value store, and code-generated projections on Spark/Cassandra, with graceful degradation under outliers. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4c0bf325ffaa44ad
Venue
VLDB
Year
2018
Pagerank
9.3912399e-05
Overall Rank
1,911 | 87.16%
DOI
10.14778/3236187.3236215

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{jensen_vldb18,
        title = {{ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra}},
        author = {Jensen, Søren Kejser and Pedersen, Torben Bach and Thomsen, Christian},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {11},
        pages = {1688--1701},
        doi = {10.14778/3236187.3236215},
        url = {https://doi.org/10.14778/3236187.3236215},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
1,347 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 0.00010950342
2,919 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.8548399e-05
3,580 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.1923905e-05
3,613 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.162283e-05
3,622 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1536644e-05
6,694 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.7068014e-05
8,057 Serf: Streaming Error-Bounded Floating-Point Compression 2025 SIGMOD 5.3971959e-05
8,797 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.2748401e-05
10,849 Error-bounded Point Cloud Compression Using Truncated Octahedron Quantization 2026 VLDB 4.9793485e-05
11,110 LCP: Enhancing Scientific Data Management with Lossy Compression for Particles 2025 SIGMOD 4.9793485e-05
11,264 Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching 2025 VLDB 4.9793485e-05
11,274 QPET: A Versatile and Portable Quantity-of-Interest-Preservation Framework for Error-Bounded Lossy Compression 2025 VLDB 4.9793485e-05
11,315 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 4.9793485e-05
11,502 High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation 2024 SIGMOD 4.9793485e-05
11,657 Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB 2024 VLDB 4.9793485e-05
13,810 Demonstration of ModelarDB: Model-Based Management of Dimensional Time Series 2019 SIGMOD -
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

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