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SDEcho: Efficient Explanation of Aggregated Sequence Difference

Summary: SDEcho automates finding causes of differences between SQL-derived aggregated sequences, emphasizing sequence-level patterns, order, and dimensional contributors. It uses hybrid pruning across pattern, order, and dimension (and their interactions) to compactly prune the explanation space for accurate, scalable explanations. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14424
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
11,098 | 23.86%
DOI
10.14778/3712221.3712242

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{ye_vldb25,
        title = {{SDEcho: Efficient Explanation of Aggregated Sequence Difference}},
        author = {Ye, Fei and Liu, Zikang and Zhang, Xi and Jing, Yinan and He, Zhenying and Che, Yuxin and Xiong, Haoran and Zhang, Kai and Wang, X. Sean},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {3},
        pages = {784--797},
        doi = {10.14778/3712221.3712242},
        url = {https://doi.org/10.14778/3712221.3712242},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

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

Rank Cited Paper Year Venue Pagerank
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.00026096009
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
620 On Propagation of Deletions and Annotations Through Views 2002 PODS 0.00015703409
663 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015174751
806 Provenance for Aggregate Queries 2011 PODS 0.00013890398
986 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001281777
1,792 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.7436856e-05
1,943 Causality and Explanations in Databases 2014 VLDB 9.440636e-05
2,161 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.0606664e-05
2,195 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.9713779e-05
2,436 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.5806427e-05
2,546 Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query) 2018 SIGMOD 8.4340413e-05
2,759 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1577506e-05
4,628 QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data 2019 SIGMOD 6.5962102e-05
4,638 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 6.5919801e-05
4,759 Explaining Wrong Queries Using Small Examples 2019 SIGMOD 6.5207388e-05
4,876 XInsight: eXplainable Data Analysis Through The Lens of Causality 2023 SIGMOD 6.4687705e-05
5,396 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 6.2329373e-05
6,763 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 5.7810308e-05
6,884 Explaining Inference Queries with Bayesian Optimization 2021 VLDB 5.7465524e-05
6,932 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 5.7362362e-05
7,003 Guided Exploration of Data Summaries 2022 VLDB 5.7278883e-05
8,184 FEDEX: An Explainability Framework for Data Exploration Steps 2022 VLDB 5.4709725e-05
8,852 LensXPlain: Visualizing and Explaining Contributing Subsets for Aggregate Query Answers 2019 VLDB 5.357688e-05
8,888 TabEE: Tabular Embeddings Explanations 2024 SIGMOD 5.3512451e-05
10,001 Reptile: Aggregation-level Explanations for Hierarchical Data 2022 SIGMOD 5.1814573e-05
10,002 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.1814573e-05
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