Cleanits: A Data Cleaning System for Industrial Time Series

Summary: Cleanits: integrated cleaning pipeline for industrial time series, detecting and repairing three error types with domain-based algorithms. Evaluated on two power-plant datasets, it yields precise repairs and visual logs via a user-friendly interface. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11866
Venue: VLDB
Year: 2019
Pagerank: 6.7255837e-05
Overall Rank: 3,825 | 73.40%
DOI: 10.14778/3352063.3352066

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,912	TsQuality: Measuring Time Series Data Quality in Apache IoTDB	2023	VLDB	4.427232e-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
9,792	Optimizing Time Series Queries with Versions	2024	SIGMOD	4.2818172e-05
9,856	In-Database Data Imputation	2024	SIGMOD	4.269353e-05
10,211	SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning	2026	SIGMOD	4.1945683e-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
10,812	TARImpute: Task-Aware auto-Recommender System for Missing Value Imputation Algorithms with Clustering Case Studies	2025	VLDB	4.1945683e-05
10,855	bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data	2025	VLDB	4.1945683e-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.

Rank	Cited Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
2,159	Sequential Dependencies	2009	VLDB	9.4130956e-05
3,133	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.4978041e-05
5,002	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	5.7671075e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,211	SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning	2026	SIGMOD	4.1945683e-05
6,451	Multivariate Time Series Cleaning under Speed Constraints	2024	SIGMOD	5.0583324e-05
1,627	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011086905
7,223	Akane: Perplexity-Guided Time Series Data Cleaning	2024	SIGMOD	4.7965857e-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
11,682	IHCS: An Integrated Hybrid Cleaning System	2019	VLDB	4.1945683e-05
3,133	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.4978041e-05
10,061	Cleaning Time Series under Seasonal and Trend Constraints	2026	SIGMOD	4.1945683e-05
9,560	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	4.3254416e-05
9,558	Clean4TSDB: A Data Cleaning Tool for Time Series Databases	2024	VLDB	4.3254416e-05