Uncertain Time-Series Similarity: Return to the Basics
Summary: Survey of modeling and processing uncertain time-series similarity; benchmarks 17 real datasets and compares existing approaches with two baselines. Finds temporal correlations as a crucial, overlooked factor; provides analytical evaluation and practical guidelines for practitioners in data management. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,183 | Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search | 2020 | VLDB | 7.4228241e-05 |
| 3,629 | The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art | 2019 | VLDB | 6.902069e-05 |
| 4,853 | Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures | 2020 | SIGMOD | 5.8760276e-05 |
| 5,758 | Top-k Nearest Neighbor Search In Uncertain Data Series | 2015 | VLDB | 5.339397e-05 |
| 12,042 | E-Matching: Event Processing over Noisy Sequences in Real Time | 2013 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 47 | Nearest Neighbor Queries | 1995 | SIGMOD | 0.0007015885 |
| 65 | Fast Subsequence Matching in Time-Series Databases | 1994 | SIGMOD | 0.00062029383 |
| 928 | Requirements for Science Data Bases and SciDB | 2009 | CIDR | 0.00015247726 |
| 1,161 | Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures | 2008 | VLDB | 0.00013585236 |
| 3,417 | General Match: A Subsequence Matching Method in Time-Series Databases Based on Generalized Windows | 2002 | SIGMOD | 7.1195863e-05 |
| 3,783 | Time Series Compressibility and Privacy | 2007 | VLDB | 6.7714995e-05 |
| 5,764 | PODS: A New Model and Processing Algorithms for Uncertain Data Streams | 2010 | SIGMOD | 5.3369195e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,860 | Approximation Algorithms for Clustering Uncertain Data | 2008 | PODS | 0.0001028857 |
| 6,019 | Uncertain Centroid based Partitional Clustering of Uncertain Data | 2012 | VLDB | 5.2415551e-05 |
| 9,920 | Mining and Forecasting of Big Time-series Data | 2015 | SIGMOD | 4.2561557e-05 |
| 5,758 | Top-k Nearest Neighbor Search In Uncertain Data Series | 2015 | VLDB | 5.339397e-05 |
| 467 | Evaluating Probabilistic Queries over Imprecise Data | 2003 | SIGMOD | 0.00022443768 |
| 8,087 | Similarity Search and Mining in Uncertain Databases | 2010 | VLDB | 4.5899317e-05 |
| 3,783 | Time Series Compressibility and Privacy | 2007 | VLDB | 6.7714995e-05 |
| 1,161 | Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures | 2008 | VLDB | 0.00013585236 |
| 9,427 | A Generic Framework for Handling Uncertain Data with Local Correlations | 2011 | VLDB | 4.3441378e-05 |
| 6,838 | Capturing Data Uncertainty in High-Volume Stream Processing | 2009 | CIDR | 4.9109732e-05 |