TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications

Summary: TSM-Bench: a monitoring-focused TSDB benchmark combining representative continuous/analytical queries from a water-monitoring use case with a scalable realistic data/workload generator based on GANs+LSH. Evaluates seven TSDBs to expose capabilities and trade-offs for ingest, continuous queries, anomaly detection and forecasting. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13171
Venue: VLDB
Year: 2023
Pagerank: 4.4156106e-05
Overall Rank: 8,985 | 37.50%
DOI: 10.14778/3611479.3611532

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,649	STsCache: An Efficient Semantic Caching Scheme for Time-series Data Workloads Based on Hybrid Storage	2025	VLDB	4.1945683e-05
10,674	Improving Time Series Data Compression in Apache IoTDB	2025	VLDB	4.1945683e-05
10,833	Cardinality Estimation for Similarity Search on High-Dimensional Data Objects: The Impact of Reference Objects	2025	VLDB	4.1945683e-05
11,109	SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
340	OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases	2014	VLDB	0.00026841628
539	Fast Time Sequence Indexing for Arbitrary L_p Norms	2000	VLDB	0.00020666392
1,161	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013585236
1,253	Anomaly Detection in Time Series: A Comprehensive Evaluation	2022	VLDB	0.00013032074
2,147	RINSE: Interactive Data Series Exploration with ADS+	2015	VLDB	9.4325176e-05
2,276	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB	9.1261944e-05
2,381	TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection	2022	VLDB	8.9327638e-05
2,421	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8514021e-05
2,641	Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science	2018	VLDB	8.3905374e-05
4,059	GRAIL: Efficient Time-Series Representation Learning	2019	VLDB	6.4854417e-05
4,200	New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed	2021	VLDB	6.3651489e-05
4,884	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8540287e-05
4,888	Forecasting Big Time Series: Old and New	2018	VLDB	5.8531064e-05
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05
5,071	Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB	2022	VLDB	5.7188461e-05
5,245	Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees	2022	VLDB	5.6067361e-05
6,280	Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks	2023	VLDB	5.1290457e-05
6,671	Discovering Longest-lasting Correlation in Sequence Databases	2013	VLDB	4.9669225e-05
6,727	ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams	2021	VLDB	4.9483604e-05
6,786	Interactive Time Series Exploration Powered by the Marriage of Similarity Distances	2017	VLDB	4.9257516e-05
6,955	Inspector Gadget: A Data Programming-based Labeling System for Industrial Images	2021	VLDB	4.8864297e-05
7,399	SmartBench: A Benchmark For Data Management In Smart Spaces	2020	VLDB	4.7410149e-05
8,778	The Inherent Time Complexity and An Efficient Algorithm for Subsequence Matching Problem	2022	VLDB	4.4543399e-05

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