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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
ha75f065317a30df1
Venue
SIGMOD
Year
2015
Pagerank
8.4877894e-05
Overall Rank
2,423 | 83.72%
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
883 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013268059
972 The Data Civilizer System 2017 CIDR 0.00012763234
1,043 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012335114
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010956518
1,488 Efficient Discovery of Approximate Dependencies 2018 VLDB 0.00010517437
1,654 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9739611e-05
3,026 Functional Dependencies for Graphs 2016 SIGMOD 7.7387829e-05
3,263 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4809771e-05
3,295 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.448168e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3767115e-05
3,402 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3304477e-05
4,650 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4858157e-05
5,280 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1992888e-05
5,384 ANMAT: Automatic Knowledge Discovery and Error Detection through Pattern Functional Dependencies 2019 SIGMOD 6.1524649e-05
5,388 Explaining Repaired Data with CFDs 2018 VLDB 6.151535e-05
5,512 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 6.0991137e-05
5,572 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0802555e-05
6,381 Qualitative Data Cleaning 2016 VLDB 5.8066959e-05
6,525 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.756805e-05
7,298 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.561054e-05
7,872 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4362062e-05
8,224 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.3747673e-05
8,398 Deducing Certain Fixes to Graphs 2019 VLDB 5.3399392e-05
9,034 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 5.2334993e-05
9,229 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 5.2056825e-05
9,311 VerifAI: Verified Generative AI 2024 CIDR 5.1965878e-05
9,455 ZIP: Lazy Imputation during Query Processing 2024 VLDB 5.1735482e-05
9,619 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1502244e-05
10,161 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.0688288e-05
10,529 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.9793485e-05
11,353 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.9793485e-05
11,699 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 4.9793485e-05
11,876 PGE: Robust Product Graph Embedding Learning for Error Detection 2022 VLDB 4.9793485e-05
12,177 IHCS: An Integrated Hybrid Cleaning System 2019 VLDB 4.9793485e-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 0.0012092602
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.001052036
31 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00049839909
188 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025872962
220 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00024344086
432 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018339357
547 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016578131
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015121325
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014694048
716 Guided Data Repair 2011 VLDB 0.00014553463
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014114806
865 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.0001338765
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00011213384
1,348 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.0001094733
1,720 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7965659e-05
2,070 Dedoop: Efficient Deduplication with Hadoop 2012 VLDB 9.0876046e-05
2,784 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.018482e-05
2,964 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8052551e-05
8,442 CARTILAGE: Adding Flexibility to the Hadoop Skeleton 2013 SIGMOD 5.3350162e-05
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