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Explain3D: Explaining Disagreements in Disjoint Datasets

Summary: Explain3D explains why similar queries differ on disjoint datasets via provenance/evidence mapping. It offers provenance- and value-based explanations under a framework with a partitioning optimizer, beating single-dataset and integration-based methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12005
Venue
VLDB
Year
2019
Pagerank
5.0448709e-05
Overall Rank
6,468 | 55.05%
DOI
10.14778/3317315.3317320

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Outgoing Citations (Sorted by Pagerank)

Showing 31 of 31 cited papers.

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

Rank Cited Paper Year Venue Pagerank
213 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003371037
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
304 Generic Schema Matching with Cupid 2001 VLDB 0.00028282278
487 Why Not? 2009 SIGMOD 0.00022030123
943 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015140995
968 Schema and Ontology Matching with COMA++ 2005 SIGMOD 0.00014941789
1,119 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.00013851012
1,124 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013832959
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
1,502 Discovering Queries based on Example Tuples 2014 SIGMOD 0.00011614522
1,533 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011462982
2,183 iMAP: Discovering Complex Semantic Matches between Database Schemas 2004 SIGMOD 9.3584357e-05
2,417 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.8502556e-05
2,453 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7815427e-05
2,577 S4: Top-k Spreadsheet-Style Search for Query Discovery 2015 SIGMOD 8.5066436e-05
2,642 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.3925184e-05
2,655 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3638668e-05
2,737 Open Data Integration 2018 VLDB 8.2053894e-05
2,854 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 8.0139911e-05
3,107 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 7.5549177e-05
3,248 Explanation-Based Auditing 2012 VLDB 7.3232501e-05
3,535 Entity Resolution with Evolving Rules 2010 VLDB 6.996132e-05
4,101 Online Entity Resolution Using an Oracle 2016 VLDB 6.4462498e-05
4,358 The Complexity of Resilience and Responsibility for Self-Join-Free Conjunctive Queries 2016 VLDB 6.2499e-05
4,932 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 5.8163536e-05
5,080 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7081186e-05
5,428 High-Level Why-Not Explanations using Ontologies 2015 PODS 5.5125084e-05
6,606 Explainable Security for Relational Databases 2014 SIGMOD 4.9917624e-05
6,746 MapRat: Meaningful Explanation, Interactive Exploration and Geo-Visualization of Collaborative Ratings 2012 VLDB 4.937341e-05
6,814 Error Diagnosis and Data Profiling with Data X-Ray 2015 VLDB 4.9130627e-05
9,219 SQuID: Semantic Similarity-Aware Query Intent Discovery 2018 SIGMOD 4.3672182e-05
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