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SCREEN: Stream Data Cleaning under Speed Constraints
Summary: Constraint-based streaming cleaning under speed limits, enforces min-change. SCREEN yields poly-time global optimum and linear-time local optimum via Median Principle; handles late arrivals with adaptive windows; beats smoothing in repair accuracy.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 4951
- Venue
- SIGMOD
- Year
- 2015
- Pagerank
- 4.9979977e-05
- Overall Rank
- 6,582 | 54.26%
- DOI
-
10.1145/2723372.2723730
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 20 of 20 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,142 |
Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing |
2017 |
VLDB |
7.4905759e-05 |
| 3,971 |
Apache IoTDB: A Time Series Database for IoT Applications |
2023 |
SIGMOD |
6.5733348e-05 |
| 4,991 |
Sequential Data Cleaning: A Statistical Approach |
2016 |
SIGMOD |
5.7754141e-05 |
| 6,447 |
Multivariate Time Series Cleaning under Speed Constraints |
2024 |
SIGMOD |
5.0534784e-05 |
| 7,221 |
Akane: Perplexity-Guided Time Series Data Cleaning |
2024 |
SIGMOD |
4.7919849e-05 |
| 7,390 |
Time Series Data Validity |
2023 |
SIGMOD |
4.7383798e-05 |
| 8,008 |
Online Topic-Aware Entity Resolution Over Incomplete Data Streams |
2021 |
SIGMOD |
4.6037276e-05 |
| 9,048 |
On Repairing Timestamps for Regular Interval Time Series |
2022 |
VLDB |
4.3997447e-05 |
| 9,380 |
Constraint-Variance Tolerant Data Repairing |
2016 |
SIGMOD |
4.3439402e-05 |
| 9,558 |
Clean4TSDB: A Data Cleaning Tool for Time Series Databases |
2024 |
VLDB |
4.3212967e-05 |
| 9,560 |
MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data |
2024 |
VLDB |
4.3212967e-05 |
| 10,061 |
Cleaning Time Series under Seasonal and Trend Constraints |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,081 |
From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,211 |
SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,520 |
The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,555 |
Evaluating Continuous Queries with Inconsistency Annotations |
2025 |
VLDB |
4.1905499e-05 |
| 10,730 |
UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow |
2025 |
VLDB |
4.1905499e-05 |
| 10,968 |
High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,509 |
Approximating Median Absolute Deviation with Bounded Error |
2021 |
VLDB |
4.1905499e-05 |
| 11,889 |
Cleaning Timestamps with Temporal Constraints |
2016 |
VLDB |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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