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 |
|---|---|---|---|---|
| 6,828 | Discovering Leitmotifs in Multidimensional Time Series | 2025 | VLDB | 5.8190903e-05 |
| 9,161 | ISSD: Indicator Selection for Time Series State Detection | 2025 | SIGMOD | 5.371468e-05 |
| 10,321 | CLaP - State Detection from Time Series | 2026 | VLDB | 5.1725247e-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 |
|---|---|---|---|---|
| 156 | Gorilla: A Fast, Scalable, In-Memory Time Series Database | 2015 | VLDB | 0.00028826544 |
| 1,533 | Chimp: Efficient Lossless Floating Point Compression for Time Series Databases | 2022 | VLDB | 0.00010501771 |
| 2,003 | TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection | 2022 | VLDB | 9.4058015e-05 |
| 3,081 | Monarch: Google’s Planet-Scale In-Memory Time Series Database | 2020 | VLDB | 7.8444659e-05 |
| 3,726 | Detecting Change in Data Streams | 2004 | VLDB | 7.2348365e-05 |
| 4,309 | AutoPlait: Automatic Mining of Co-evolving Time Sequences | 2014 | SIGMOD | 6.8395788e-05 |
| 5,207 | Hercules Against Data Series Similarity Search | 2022 | VLDB | 6.386482e-05 |
| 6,676 | Motiflets - Simple and Accurate Detection of Motifs in Time Series | 2023 | VLDB | 5.8652736e-05 |
| 8,769 | NLC: Search Correlated Window Pairs on Long Time Series | 2022 | VLDB | 5.4320552e-05 |
| 8,770 | DiAl: Distributed Streaming Analytics Anywhere, Anytime | 2013 | VLDB | 5.4320552e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,473 | Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging | 2023 | VLDB | 6.7405487e-05 |
| 3,853 | Continually Evaluating Similarity-Based Pattern Queries on a Streaming Time Series | 2002 | SIGMOD | 7.1244372e-05 |
| 541 | On Computing Correlated Aggregates Over Continual Data Streams | 2001 | SIGMOD | 0.00016888064 |
| 6,769 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 5.8360193e-05 |
| 6,112 | Complete Event Trend Detection in High-Rate Event Streams | 2017 | SIGMOD | 6.0364472e-05 |
| 2,401 | Optimal Multi-scale Patterns in Time Series Streams | 2006 | SIGMOD | 8.7105725e-05 |
| 12,116 | Space-Efficient Estimation of Statistics over Sub-Sampled Streams | 2012 | PODS | 5.1725247e-05 |
| 884 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.0001349419 |
| 7,795 | Data Stream Clustering: An In-depth Empirical Study | 2023 | SIGMOD | 5.6035684e-05 |
| 10,321 | CLaP - State Detection from Time Series | 2026 | VLDB | 5.1725247e-05 |