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MOST: Model-Based Compression with Outlier Storage for Time Series Data

Summary: MOST: model-based time-series compression with explicit outlier storage; segments fit linear models for smooth changes. Segment-outlier dual-mode query engine enables segment-wise processing; MOSTDB shows 9.45–15.04x compression and up to 11.68x IoTDB speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6814
Venue
SIGMOD
Year
2023
Pagerank
5.8316635e-05
Overall Rank
6,590 | 54.79%
DOI
10.1145/3626737

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{yang_sigmod23,
        title = {{MOST: Model-Based Compression with Outlier Storage for Time Series Data}},
        author = {Yang, Zehai and Chen, Shimin},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3626737},
        url = {https://dl.acm.org/doi/10.1145/3626737},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 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
36 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00048351457
43 The Case for Learned Index Structures 2018 SIGMOD 0.00046060254
148 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00029250767
173 Simple Random Sampling from Relational Databases 1986 VLDB 0.00027273858
274 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00022645621
408 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00019008806
447 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018322593
790 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.0001401445
797 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00013927251
1,437 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00010790718
1,608 Apache IoTDB: Time-series Database for Internet of Things 2020 VLDB 0.00010227331
1,805 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.7116108e-05
1,962 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.3978414e-05
1,973 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3673522e-05
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
3,595 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.2736195e-05
3,793 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1217835e-05
3,865 The Case for a Learned Sorting Algorithm 2020 SIGMOD 7.0621718e-05
4,207 Combining Databases and Signal Processing in Plato 2015 CIDR 6.8325104e-05
6,061 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.9910733e-05
8,216 Mining Deviants in a Time Series Database 1999 VLDB 5.4650371e-05
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