ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams
Summary: ORBITS recovers missing blocks in multiple time series online via incremental centroid decomposition, yielding linear-time imputation. Correctness proof and real-world evaluation show ~30% more accuracy over state-of-the-art with much higher efficiency. (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 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,400 | Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation | 2024 | VLDB | 4.7397846e-05 |
| 8,985 | TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications | 2023 | VLDB | 4.4156106e-05 |
| 9,240 | ZIP: Lazy Imputation during Query Processing | 2024 | VLDB | 4.3690661e-05 |
| 9,242 | ImputeVIS: An Interactive Evaluator to Benchmark Imputation Techniques for Time Series Data | 2024 | VLDB | 4.3690661e-05 |
| 9,856 | In-Database Data Imputation | 2024 | SIGMOD | 4.269353e-05 |
| 10,744 | DIM-SUM: Dynamic IMputation for Smart Utility Management | 2025 | VLDB | 4.1945683e-05 |
| 11,054 | Enriching Relations with Additional Attributes for ER | 2024 | VLDB | 4.1945683e-05 |
| 11,223 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,346 | Streaming Pattern Discovery in Multiple Time-Series | 2005 | VLDB | 0.00012466288 |
| 1,854 | Distance-based Outlier Detection in Data Streams | 2016 | VLDB | 0.00010317762 |
| 2,255 | LINVIEW: Incremental View Maintenance for Complex Analytical Queries | 2014 | SIGMOD | 9.1884983e-05 |
| 2,276 | Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series | 2020 | VLDB | 9.1261944e-05 |
| 2,573 | Query Optimization for Dynamic Imputation | 2017 | VLDB | 8.518235e-05 |
| 2,574 | Discovery of Genuine Functional Dependencies from Relational Data with Missing Values | 2018 | VLDB | 8.5173637e-05 |
| 2,993 | Foresight: Recommending Visual Insights | 2017 | VLDB | 7.7687088e-05 |
| 3,133 | Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing | 2017 | VLDB | 7.4978041e-05 |
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