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BigDansing: A System for Big Data Cleansing

Summary: BigDansing: scalable big-data cleansing. It lets users express rules declaratively or procedurally and compiles them into distributed transforms with shared scans and specialized joins atop DBMS/MapReduce, delivering up to 100x speedups while preserving repair quality. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5103
Venue
SIGMOD
Year
2015
Pagerank
8.631172e-05
Overall Rank
2,398 | 83.55%
DOI
10.1145/2723372.2747646

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{khayyat_sigmod15,
        title = {{BigDansing: A System for Big Data Cleansing}},
        author = {Khayyat, Zuhair and Ilyas, Ihab F. and Jindal, Alekh and Madden, Samuel and Ouzzani, Mourad and Papotti, Paolo and Quiané-Ruiz, Jorge-Arnulfo and Tang, Nan and Yin, Si},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2747646},
        url = {https://dl.acm.org/doi/10.1145/2723372.2747646},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
946 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013054126
963 The Data Civilizer System 2017 CIDR 0.00012935145
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,500 Efficient Discovery of Approximate Dependencies 2018 VLDB 0.00010561098
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
2,973 Functional Dependencies for Graphs 2016 SIGMOD 7.9083516e-05
3,295 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.5477715e-05
3,351 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.4937347e-05
3,361 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4872032e-05
3,580 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.2888516e-05
4,598 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.6127851e-05
5,268 ANMAT: Automatic Knowledge Discovery and Error Detection through Pattern Functional Dependencies 2019 SIGMOD 6.2923403e-05
5,312 Explaining Repaired Data with CFDs 2018 VLDB 6.2698779e-05
5,397 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 6.232136e-05
6,392 Qualitative Data Cleaning 2016 VLDB 5.8883971e-05
6,403 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.8859374e-05
7,179 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.6802479e-05
7,232 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 5.6659017e-05
7,982 Fast Approximate Denial Constraint Discovery 2023 VLDB 5.5138609e-05
8,058 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.4981306e-05
8,225 Deducing Certain Fixes to Graphs 2019 VLDB 5.4624971e-05
8,958 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 5.3449654e-05
9,177 VerifAI: Verified Generative AI 2024 CIDR 5.3078984e-05
9,285 ZIP: Lazy Imputation during Query Processing 2024 VLDB 5.292293e-05
9,442 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.2677992e-05
9,647 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.2430158e-05
9,983 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.1844786e-05
10,322 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 5.093636e-05
10,785 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 5.093636e-05
10,966 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 5.093636e-05
11,384 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 5.093636e-05
11,567 PGE: Robust Product Graph Embedding Learning for Error Detection 2022 VLDB 5.093636e-05
11,877 IHCS: An Integrated Hybrid Cleaning System 2019 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
32 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00050111008
185 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00026231189
210 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00024797689
425 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018704491
549 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016692839
661 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.0001519162
714 Guided Data Repair 2011 VLDB 0.00014662041
725 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014617251
800 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013911223
843 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013666161
1,257 Automatic Optimization for MapReduce Programs 2011 VLDB 0.000114432
1,332 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011129529
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
2,055 Dedoop: Efficient Deduplication with Hadoop 2012 VLDB 9.2512023e-05
2,782 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.1280264e-05
2,981 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8960114e-05
8,276 CARTILAGE: Adding Flexibility to the Hadoop Skeleton 2013 SIGMOD 5.4574671e-05
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