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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
5042
Venue
SIGMOD
Year
2015
Pagerank
7.7447724e-05
Overall Rank
3,000 | 79.16%
DOI
10.1145/2723372.2747646

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
1,629 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011073148
2,082 Efficient Discovery of Approximate Dependencies 2018 VLDB 9.5875364e-05
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
3,270 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3013196e-05
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
3,478 Functional Dependencies for Graphs 2016 SIGMOD 7.0554625e-05
3,575 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 6.9509846e-05
4,271 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.2943273e-05
4,911 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8349225e-05
5,207 ANMAT: Automatic Knowledge Discovery and Error Detection through Pattern Functional Dependencies 2019 SIGMOD 5.6254804e-05
5,626 Explaining Repaired Data with CFDs 2018 VLDB 5.4032498e-05
5,738 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 5.3454984e-05
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8576683e-05
7,233 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 4.788267e-05
8,096 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.583522e-05
8,363 Deducing Certain Fixes to Graphs 2019 VLDB 4.5311185e-05
8,741 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 4.4520434e-05
8,836 Fast Approximate Denial Constraint Discovery 2023 VLDB 4.4350633e-05
9,008 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 4.4065351e-05
9,073 VerifAI: Verified Generative AI 2024 CIDR 4.396857e-05
9,247 ZIP: Lazy Imputation during Query Processing 2024 VLDB 4.3648789e-05
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,809 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 4.2744056e-05
10,026 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.1905499e-05
10,521 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 4.1905499e-05
10,730 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1905499e-05
11,181 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 4.1905499e-05
11,371 PGE: Robust Product Graph Embedding Learning for Error Detection 2022 VLDB 4.1905499e-05
11,687 IHCS: An Integrated Hybrid Cleaning System 2019 VLDB 4.1905499e-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 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019040811
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
151 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00041010211
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
539 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00020615453
656 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00018590675
830 Guided Data Repair 2011 VLDB 0.00016125759
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,073 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00014255717
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013373177
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00012837411
1,625 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.0001109361
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,205 Dedoop: Efficient Deduplication with Hadoop 2012 VLDB 9.2962961e-05
2,830 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0515409e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
7,961 CARTILAGE: Adding Flexibility to the Hadoop Skeleton 2013 SIGMOD 4.6089395e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
13,245 Data Cleaning in the Era of Data Science: Challenges and Opportunities 2021 CIDR -
7,013 Qualitative Data Cleaning 2016 VLDB 4.8576683e-05
198 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.0003505869
10,730 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1905499e-05
1,629 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011073148
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
4,271 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.2943273e-05
5,671 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3797808e-05
7,233 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 4.788267e-05