Statistical Distortion: Consequences of Data Cleaning

Summary: Introduces statistical distortion as a metric for data cleaning impact. A scalable experimental framework evaluates glitch improvement, statistical distortion, and cost, addressing gaps in existing metrics; demonstrated on real-world data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10401
Venue: VLDB
Year: 2012
Pagerank: 9.7764643e-05
Overall Rank: 2,018 | 85.97%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Tamraparni Dasu
2. Ji Meng Loh

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
517	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021169035
1,337	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012497164
1,612	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00011142794
2,460	Combining Quantitative and Logical Data Cleaning	2016	VLDB	8.7617484e-05
5,002	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	5.7671075e-05
5,326	Earth Mover's Distance based Similarity Search at Scale	2014	VLDB	5.5680074e-05
6,451	Multivariate Time Series Cleaning under Speed Constraints	2024	SIGMOD	5.0583324e-05
7,237	CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning	2017	VLDB	4.7928651e-05
7,449	OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport	2024	SIGMOD	4.7269357e-05
10,511	The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series	2025	SIGMOD	4.1945683e-05
13,383	FIT to Monitor Feed Quality	2015	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
656	ERACER: A Database Approach for Statistical Inference and Data Cleaning	2010	SIGMOD	0.00018588729
2,686	Online Data Fusion	2011	VLDB	8.3053595e-05
3,713	GDR: A System for Guided Data Repair	2010	SIGMOD	6.8224341e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
2,460	Combining Quantitative and Logical Data Cleaning	2016	VLDB	8.7617484e-05
11,137	Generalizable Data Cleaning of Tabular Data in Latent Space	2024	VLDB	4.1945683e-05
9,056	A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets	2017	VLDB	4.4039656e-05
10,026	Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints	2026	SIGMOD	4.1945683e-05
13,232	Data Cleaning in the Era of Data Science: Challenges and Opportunities	2021	CIDR	-
3,396	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1455126e-05
507	Data Quality and Data Cleaning: An Overview	2003	SIGMOD	0.00021473263
1,612	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00011142794
7,013	Qualitative Data Cleaning	2016	VLDB	4.8619024e-05
1,627	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011086905