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: 14212
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,855 | 24.49%
DOI: 10.14778/3773731.3773742

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Rank	Citing Paper	Year	Venue	Pagerank

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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	0.00035728858
265	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029763412
555	Discovering Denial Constraints	2013	VLDB	0.00020254908
833	Guided Data Repair	2011	VLDB	0.00016138432
2,159	Sequential Dependencies	2009	VLDB	9.4130956e-05
2,483	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6864916e-05
2,567	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5239306e-05
3,825	Cleanits: A Data Cleaning System for Industrial Time Series	2019	VLDB	6.7255837e-05
3,967	Apache IoTDB: A Time Series Database for IoT Applications	2023	SIGMOD	6.5796647e-05
5,152	Learning-Based Cleansing for Indoor RFID Data	2016	SIGMOD	5.6609383e-05
6,187	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1656857e-05
9,369	Constraint-Variance Tolerant Data Repairing	2016	SIGMOD	4.3481081e-05
9,558	Clean4TSDB: A Data Cleaning Tool for Time Series Databases	2024	VLDB	4.3254416e-05
9,560	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	4.3254416e-05
10,723	UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow	2025	VLDB	4.1945683e-05

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