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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
12004
Venue
VLDB
Year
2019
Pagerank
5.0497183e-05
Overall Rank
6,475 | 54.96%
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
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
265 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029763412
303 Generic Schema Matching with Cupid 2001 VLDB 0.00028301477
487 Why Not? 2009 SIGMOD 0.00022050218
942 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015155714
968 Schema and Ontology Matching with COMA++ 2005 SIGMOD 0.0001495703
1,119 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.0001386199
1,125 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013845652
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655
1,509 Discovering Queries based on Example Tuples 2014 SIGMOD 0.00011612727
1,534 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011468393
2,174 iMAP: Discovering Complex Semantic Matches between Database Schemas 2004 SIGMOD 9.3672342e-05
2,452 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7839322e-05
2,460 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.7617484e-05
2,576 S4: Top-k Spreadsheet-Style Search for Query Discovery 2015 SIGMOD 8.5112408e-05
2,638 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.399764e-05
2,649 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3719123e-05
2,730 Open Data Integration 2018 VLDB 8.2126735e-05
2,852 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 8.0151391e-05
3,105 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 7.5568954e-05
3,242 Explanation-Based Auditing 2012 VLDB 7.3301779e-05
3,532 Entity Resolution with Evolving Rules 2010 VLDB 7.0020216e-05
4,104 Online Entity Resolution Using an Oracle 2016 VLDB 6.4493809e-05
4,361 The Complexity of Resilience and Responsibility for Self-Join-Free Conjunctive Queries 2016 VLDB 6.2559141e-05
4,929 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 5.8217296e-05
5,081 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7132042e-05
5,418 High-Level Why-Not Explanations using Ontologies 2015 PODS 5.5178123e-05
6,606 Explainable Security for Relational Databases 2014 SIGMOD 4.996456e-05
6,744 MapRat: Meaningful Explanation, Interactive Exploration and Geo-Visualization of Collaborative Ratings 2012 VLDB 4.9419773e-05
6,817 Error Diagnosis and Data Profiling with Data X-Ray 2015 VLDB 4.9171711e-05
9,216 SQuID: Semantic Similarity-Aware Query Intent Discovery 2018 SIGMOD 4.3714077e-05
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