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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
0.00033676943
Overall Rank
104 | 99.31%
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 143 citing papers.

Rank Citing Paper Year Venue Pagerank
205 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025171314
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020867521
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
1,308 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011073863
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,362 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.00010912749
1,669 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.9324573e-05
1,713 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.8129981e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-05
1,848 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.5075544e-05
1,972 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2829634e-05
1,977 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 9.2760522e-05
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2348951e-05
2,372 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 8.5575299e-05
2,600 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.2346824e-05
2,614 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.2221507e-05
2,748 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.0572603e-05
2,962 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.8038782e-05
3,015 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 7.7504975e-05
3,194 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5469742e-05
3,264 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4774357e-05
3,289 Ten Years of WebTables 2018 VLDB 7.4500131e-05
3,292 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.445638e-05
3,332 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 7.4130985e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3732195e-05
3,441 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2946229e-05
3,627 The Role of Massively Multi-Task and Weak Supervision in Software 2.0 2019 CIDR 7.1492314e-05
4,070 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.8183785e-05
4,171 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7576159e-05
4,348 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6438522e-05
4,426 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 6.601896e-05
4,544 GOGGLES: Automatic Image Labeling with Affinity Coding 2020 SIGMOD 6.5439123e-05
4,955 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.3386868e-05
5,078 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.2832055e-05
5,182 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 6.2377015e-05
5,251 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.2092359e-05
5,283 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1963542e-05
5,298 Cleanits: A Data Cleaning System for Industrial Time Series 2019 VLDB 6.1882634e-05
5,574 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0773771e-05
5,645 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0509471e-05
5,680 Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond 2020 VLDB 6.0375644e-05
5,866 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.96357e-05
5,956 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.9329823e-05
6,288 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.8203148e-05
6,528 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7540798e-05
6,554 Finding Label and Model Errors in Perception Data With Learned Observation Assertions 2022 SIGMOD 5.7473435e-05
6,734 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.6919385e-05
6,801 Intermittent Query Processing 2019 VLDB 5.6776677e-05
6,843 Probabilistic Databases for All 2020 PODS 5.6647759e-05
6,898 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.6506085e-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
188 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025861123
262 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00022811258
350 Discovering Denial Constraints 2013 VLDB 0.00020244085
501 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017273167
514 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00016999652
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016879
548 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016572863
579 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016083582
618 Reasoning about Record Matching Rules 2009 VLDB 0.0001553004
623 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015477107
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015114401
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014687805
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014108234
938 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012967324
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012647631
1,063 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00012208
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
1,167 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.0001172597
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
1,348 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00010942213
2,763 Dichotomies in the Complexity of Preferred Repairs 2015 PODS 8.0404242e-05
2,967 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8016942e-05
3,793 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.0156889e-05
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