DBScholar

Back to papers

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
11592
Venue
VLDB
Year
2017
Pagerank
0.00032801121
Overall Rank
112 | 99.24%
DOI
10.14778/3137628.3137663

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 137 citing papers.

Rank Citing Paper Year Venue Pagerank
205 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025235185
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018789852
946 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013054126
1,350 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011065626
1,399 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.00010893312
1,476 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010659277
1,756 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.8172465e-05
1,798 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.7361937e-05
1,955 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.4166032e-05
2,019 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2983994e-05
2,099 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 9.1682353e-05
2,147 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.0831495e-05
2,297 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 8.7897221e-05
2,565 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.4116912e-05
2,584 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3783546e-05
2,728 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.1995954e-05
3,004 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 7.8608629e-05
3,147 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.7077175e-05
3,271 Ten Years of WebTables 2018 VLDB 7.5779937e-05
3,272 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 7.5775321e-05
3,304 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 7.5404346e-05
3,361 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4872032e-05
3,386 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.453827e-05
3,412 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4344343e-05
3,441 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.4138323e-05
3,580 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.2888516e-05
3,600 The Role of Massively Multi-Task and Weak Supervision in Software 2.0 2019 CIDR 7.2709969e-05
4,100 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.9016092e-05
4,412 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 6.7168614e-05
4,451 GOGGLES: Automatic Image Labeling with Affinity Coding 2020 SIGMOD 6.6952549e-05
4,488 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.668457e-05
4,835 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.486592e-05
4,966 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.4225454e-05
5,058 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 6.3815523e-05
5,131 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.3537809e-05
5,175 Cleanits: A Data Cleaning System for Industrial Time Series 2019 VLDB 6.3332964e-05
5,518 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.1885722e-05
5,548 Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond 2020 VLDB 6.1790655e-05
5,611 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.1504635e-05
5,835 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.0720263e-05
6,154 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.9567243e-05
6,403 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.8859374e-05
6,431 Finding Label and Model Errors in Perception Data With Learned Observation Assertions 2022 SIGMOD 5.8802622e-05
6,544 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.8461093e-05
6,664 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.8090585e-05
6,741 Probabilistic Databases for All 2020 PODS 5.7866368e-05
6,755 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.7830386e-05
6,928 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.7370426e-05
7,068 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.7119157e-05
7,104 Akane: Perplexity-Guided Time Series Data Cleaning 2024 SIGMOD 5.7020425e-05
Previous Page 1 / 3 Next

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
185 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00026231189
254 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00023199211
376 Discovering Denial Constraints 2013 VLDB 0.00019677674
494 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017526549
516 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00017171198
533 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.0001705859
549 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016692839
579 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016217563
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015707247
626 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015656958
661 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.0001519162
725 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014617251
800 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013911223
955 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012996675
998 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001275238
1,043 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.0001244565
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,150 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011943462
1,332 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011129529
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
2,746 Dichotomies in the Complexity of Preferred Repairs 2015 PODS 8.1725014e-05
2,981 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8960114e-05
3,715 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.1763559e-05
Previous Page 1 / 1 Next

Semantically Similar Papers