Multivariate Time Series Cleaning under Speed Constraints

Summary: MTCSC is a constraint-based repair model for multivariate series under speed constraints, fixing cross-dimension errors univariate methods miss. Linear-time repair, MTCSC uses trends and adaptive speed constraints to boost accuracy with low runtime. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6993
Venue: SIGMOD
Year: 2024
Pagerank: 5.0534784e-05
Overall Rank: 6,447 | 55.20%
DOI: 10.1145/3698821

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
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
10,335	Scalable Grid-based Computation of Kendall’s tau Correlation	2026	VLDB	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

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
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
2,289	TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data	2022	VLDB	9.0922439e-05
4,991	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	5.7754141e-05
6,582	SCREEN: Stream Data Cleaning under Speed Constraints	2015	SIGMOD	4.9979977e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,081	From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies	2026	SIGMOD	4.1905499e-05
10,026	Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints	2026	SIGMOD	4.1905499e-05
11,889	Cleaning Timestamps with Temporal Constraints	2016	VLDB	4.1905499e-05
4,991	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	5.7754141e-05
9,558	Clean4TSDB: A Data Cleaning Tool for Time Series Databases	2024	VLDB	4.3212967e-05
10,061	Cleaning Time Series under Seasonal and Trend Constraints	2026	SIGMOD	4.1905499e-05
10,211	SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning	2026	SIGMOD	4.1905499e-05
3,142	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.4905759e-05
10,520	The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series	2025	SIGMOD	4.1905499e-05
9,560	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	4.3212967e-05