Temporal Rules Discovery for Web Data Cleaning

Summary: Temporal rules discovery for web data cleaning embeds fact durations in rule mining to address sparsity, delays, and noisy extractions. Uses ML-based associations, outlier detection, and aggressive repair during mining; on real data, precision goes 0.37→0.84 and F-measure up ~40%. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11326
Venue: VLDB
Year: 2016
Pagerank: 5.8349225e-05
Overall Rank: 4,911 | 65.87%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,340	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012492795
1,403	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00012180046
3,473	Data Profiling – A Tutorial	2017	SIGMOD	7.0623537e-05
3,900	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	6.649432e-05
5,203	Pattern Functional Dependencies for Data Cleaning	2020	VLDB	5.628087e-05
5,520	Exploring Change – A New Dimension of Data Analytics	2019	VLDB	5.4680662e-05
5,974	Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	2021	SIGMOD	5.2458154e-05
8,588	Exploratory Training: When Annotators Learn About Data	2023	SIGMOD	4.4853244e-05
9,354	GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models	2024	SIGMOD	4.3484715e-05
9,809	Rheem: Enabling Multi-Platform Task Execution	2016	SIGMOD	4.2744056e-05
11,459	Temporal Dependencies for Graphs	2021	SIGMOD	4.1905499e-05

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
224	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00032743209
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
372	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025371138
733	Discovering Data Quality Rules	2008	VLDB	0.00017428132
1,012	NADEEF: A Commodity Data Cleaning System	2013	SIGMOD	0.00014638349
1,197	The LLUNATIC Data-Cleaning Framework	2013	VLDB	0.00013373177
1,214	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013246179
1,625	Sampling the Repairs of Functional Dependency Violations under Hard Constraints	2010	VLDB	0.0001109361
2,405	Linking Temporal Records	2011	VLDB	8.8729897e-05
2,422	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8452901e-05
2,607	Extraction and Integration of Partially Overlapping Web Sources	2013	VLDB	8.4615436e-05
3,000	BigDansing: A System for Big Data Cleansing	2015	SIGMOD	7.7447724e-05
6,757	Modeling Entity Evolution for Temporal Record Matching	2014	SIGMOD	4.9337649e-05
7,342	Linking Temporal Records for Profiling Entities	2015	SIGMOD	4.751696e-05
8,719	Preference-aware Integration of Temporal Data	2015	VLDB	4.4564363e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
7,283	Discovering Association Rules from Big Graphs	2022	VLDB	4.7716465e-05
9,362	Discovering Top-k Rules using Subjective and Objective Criteria	2023	SIGMOD	4.3472627e-05
10,061	Cleaning Time Series under Seasonal and Trend Constraints	2026	SIGMOD	4.1905499e-05
1,629	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011073148
7,342	Linking Temporal Records for Profiling Entities	2015	SIGMOD	4.751696e-05
9,650	DAFDiscover: Robust Mining Algorithm for Dynamic Approximate Functional Dependencies on Dirty Data	2024	VLDB	4.3067693e-05
9,847	Discovering Top-k Relevant and Diversified Rules	2024	SIGMOD	4.2680295e-05
3,198	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.4029546e-05
4,522	A Temporal-Probabilistic Database Model for Information Extraction	2013	VLDB	6.1109228e-05
733	Discovering Data Quality Rules	2008	VLDB	0.00017428132