bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data

Summary: bNDCRepair jointly repairs numerical sequential data and inaccurate constraints via domain expand/compress operations and constraint-modification functions to avoid under-/overfitting. Theoretically bounded optimality; +17.6% F1 and best MNAD vs. baselines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 14213
Venue: VLDB
Year: 2025
Pagerank: 4.1905499e-05
Overall Rank: 10,859 | 24.53%
DOI: 10.14778/3773731.3773742

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 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
556	Discovering Denial Constraints	2013	VLDB	0.00020214701
830	Guided Data Repair	2011	VLDB	0.00016125759
2,163	Sequential Dependencies	2009	VLDB	9.3956956e-05
2,484	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6737275e-05
2,571	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5157375e-05
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
5,471	Learning-Based Cleansing for Indoor RFID Data	2016	SIGMOD	5.4892397e-05
6,188	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1607275e-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
10,730	UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow	2025	VLDB	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
621	Improving Data Quality: Consistency and Accuracy	2007	VLDB	0.00018978331
3,198	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.4029546e-05
10,081	From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies	2026	SIGMOD	4.1905499e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
3,142	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.4905759e-05
9,560	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	4.3212967e-05
2,417	Combining Quantitative and Logical Data Cleaning	2016	VLDB	8.8502556e-05
9,380	Constraint-Variance Tolerant Data Repairing	2016	SIGMOD	4.3439402e-05
6,447	Multivariate Time Series Cleaning under Speed Constraints	2024	SIGMOD	5.0534784e-05
4,991	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	5.7754141e-05