Sequential Data Cleaning: A Statistical Approach

Summary: Statistical approach to cleaning sequential data by modeling speed-change distributions rather than hard speed constraints. It models a likelihood-maximizing repair problem; NP-hard; heuristic algorithms; experiments show superiority to constraint-based cleaning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5261
Venue: SIGMOD
Year: 2016
Pagerank: 5.7754141e-05
Overall Rank: 4,991 | 65.32%
DOI: 10.1145/2882903.2915233

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,828	Cleanits: A Data Cleaning System for Industrial Time Series	2019	VLDB	6.7191138e-05
3,971	Apache IoTDB: A Time Series Database for IoT Applications	2023	SIGMOD	6.5733348e-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
9,495	Spatial Data Quality in the IoT Era: Management and Exploitation	2022	SIGMOD	4.3300131e-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
10,968	High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors	2024	SIGMOD	4.1905499e-05

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
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
656	ERACER: A Database Approach for Statistical Inference and Data Cleaning	2010	SIGMOD	0.00018590675
879	Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes	2013	SIGMOD	0.00015649604
1,214	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013246179
1,595	Adaptive Cleaning for RFID Data Streams	2006	VLDB	0.0001121094
1,975	Statistical Distortion: Consequences of Data Cleaning	2012	VLDB	9.881077e-05
2,163	Sequential Dependencies	2009	VLDB	9.3956956e-05
6,582	SCREEN: Stream Data Cleaning under Speed Constraints	2015	SIGMOD	4.9979977e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
2,830	Interaction between Record Matching and Data Repairing	2011	SIGMOD	8.0515409e-05
10,520	The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series	2025	SIGMOD	4.1905499e-05
10,026	Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints	2026	SIGMOD	4.1905499e-05
9,560	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	4.3212967e-05
6,582	SCREEN: Stream Data Cleaning under Speed Constraints	2015	SIGMOD	4.9979977e-05
10,081	From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies	2026	SIGMOD	4.1905499e-05
10,061	Cleaning Time Series under Seasonal and Trend Constraints	2026	SIGMOD	4.1905499e-05
6,447	Multivariate Time Series Cleaning under Speed Constraints	2024	SIGMOD	5.0534784e-05
10,859	bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data	2025	VLDB	4.1905499e-05
3,142	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.4905759e-05