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HoloClean: Holistic Data Repairs with Probabilistic Inference

Summary: HoloClean unifies constraint-/external-source-based and statistical data repair through automatically generated probabilistic programs. Scalable inference optimizations handle millions of tuples, achieving ~90% precision, >76% recall, and >2× F1 over prior methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hfd89a18c795e9f81
Venue
VLDB
Year
2017
Pagerank
0.00033951027
Overall Rank
100 | 99.34%
DOI
10.14778/3137628.3137663
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{rekatsinas_vldb17,
        title = {{HoloClean: Holistic Data Repairs with Probabilistic Inference}},
        author = {Rekatsinas, Theodoros and Chu, Xu and Ilyas, Ihab F. and Ré, Christopher},
        journal = {PVLDB},
        series = {{VLDB} '17},
        volume = {10},
        number = {11},
        pages = {1190--1203},
        doi = {10.14778/3137628.3137663},
        url = {https://doi.org/10.14778/3137628.3137663},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 145 citing papers.

Rank Citing Paper Year Venue Pagerank
200 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025443474
323 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021022156
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
1,278 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011208469
1,314 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.000110547
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,616 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 0.00010048776
1,669 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 9.9157758e-05
1,722 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.781628e-05
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
1,744 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.7253583e-05
1,980 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2527187e-05
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2224853e-05
2,373 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 8.5434538e-05
2,473 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3984284e-05
2,610 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.2035758e-05
2,752 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.0387193e-05
2,825 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 7.9503483e-05
2,960 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.7967245e-05
3,205 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5221127e-05
3,247 Ten Years of WebTables 2018 VLDB 7.4774952e-05
3,277 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4527106e-05
3,304 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4211095e-05
3,340 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 7.3886578e-05
3,372 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3488827e-05
3,440 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2791144e-05
3,636 The Role of Massively Multi-Task and Weak Supervision in Software 2.0 2019 CIDR 7.1264544e-05
4,092 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.7958327e-05
4,186 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7408641e-05
4,369 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6220109e-05
4,444 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 6.5812416e-05
4,561 GOGGLES: Automatic Image Labeling with Affinity Coding 2020 SIGMOD 6.5223456e-05
4,978 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.3182056e-05
5,100 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.2624729e-05
5,204 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 6.2170777e-05
5,230 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.2059854e-05
5,273 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.1887043e-05
5,303 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1758652e-05
5,317 Cleanits: A Data Cleaning System for Industrial Time Series 2019 VLDB 6.1678012e-05
5,501 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.0905697e-05
5,658 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0309825e-05
5,694 Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond 2020 VLDB 6.0176005e-05
5,879 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.9438507e-05
6,303 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.8010692e-05
6,539 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7351897e-05
6,564 Finding Label and Model Errors in Perception Data With Learned Observation Assertions 2022 SIGMOD 5.7283392e-05
6,753 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.673161e-05
6,807 Intermittent Query Processing 2019 VLDB 5.661199e-05
6,860 Probabilistic Databases for All 2020 PODS 5.6462291e-05
6,916 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.6320169e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
190 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025812169
264 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.0002276412
348 Discovering Denial Constraints 2013 VLDB 0.00020216677
502 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017239652
516 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00016963937
527 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016859013
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016584014
569 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016212139
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015503747
621 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015460277
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015117165
695 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014679058
769 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014091996
939 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012945534
988 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012643318
1,067 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00012170631
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,169 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011690039
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,354 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00010912271
2,759 Dichotomies in the Complexity of Preferred Repairs 2015 PODS 8.0269594e-05
2,958 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.7991971e-05
3,797 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.9951279e-05
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