Raising the ClaSS of Streaming Time Series Segmentation
Summary: ClaSS: a streaming time-series segmentation method that evaluates partition homogeneity using self-supervised time-series classification and statistical tests to detect significant change points. Complexity independent of segment sizes (linear in window), beats 8 baselines, available as a Flink window operator (~1k pts/s). (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Arik Ermshaus
- 2. Patrick Schäfer
- 3. Ulf Leser
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,991 | Discovering Leitmotifs in Multidimensional Time Series | 2025 | VLDB | 5.2415551e-05 |
| 9,147 | ISSD: Indicator Selection for Time Series State Detection | 2025 | SIGMOD | 4.3849295e-05 |
| 10,309 | CLaP - State Detection from Time Series | 2026 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 210 | Gorilla: A Fast, Scalable, In-Memory Time Series Database | 2015 | VLDB | 0.0003404384 |
| 2,064 | Chimp: Efficient Lossless Floating Point Compression for Time Series Databases | 2022 | VLDB | 9.6418929e-05 |
| 2,381 | TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection | 2022 | VLDB | 8.9327638e-05 |
| 3,286 | Monarch: Google’s Planet-Scale In-Memory Time Series Database | 2020 | VLDB | 7.2740159e-05 |
| 3,685 | Detecting Change in Data Streams | 2004 | VLDB | 6.8448674e-05 |
| 4,065 | AutoPlait: Automatic Mining of Co-evolving Time Sequences | 2014 | SIGMOD | 6.4819215e-05 |
| 5,738 | Hercules Against Data Series Similarity Search | 2022 | VLDB | 5.3478528e-05 |
| 6,687 | Motiflets - Simple and Accurate Detection of Motifs in Time Series | 2023 | VLDB | 4.9623586e-05 |
| 8,685 | NLC: Search Correlated Window Pairs on Long Time Series | 2022 | VLDB | 4.4675898e-05 |
| 8,686 | DiAl: Distributed Streaming Analytics Anywhere, Anytime | 2013 | VLDB | 4.4675898e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,628 | Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging | 2023 | VLDB | 6.0379315e-05 |
| 4,210 | Continually Evaluating Similarity-Based Pattern Queries on a Streaming Time Series | 2002 | SIGMOD | 6.3566839e-05 |
| 619 | On Computing Correlated Aggregates Over Continual Data Streams | 2001 | SIGMOD | 0.00019066583 |
| 7,037 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 4.8548122e-05 |
| 6,612 | Complete Event Trend Detection in High-Rate Event Streams | 2017 | SIGMOD | 4.9948556e-05 |
| 2,427 | Optimal Multi-scale Patterns in Time Series Streams | 2006 | SIGMOD | 8.8370658e-05 |
| 12,108 | Space-Efficient Estimation of Statistics over Sub-Sampled Streams | 2012 | PODS | 4.1945683e-05 |
| 662 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018475968 |
| 7,488 | Data Stream Clustering: An In-depth Empirical Study | 2023 | SIGMOD | 4.7180617e-05 |
| 10,309 | CLaP - State Detection from Time Series | 2026 | VLDB | 4.1945683e-05 |