Data-Semantics-Aware Recommendation of Diverse Pivot Tables

Summary: SAGE: data-semantics-aware recommendation of k-budgeted, interpretable pivot tables with explicit diversification beyond redundant top-k. Key contributions: utility/diversity model exploiting data semantics + scalable greedy search over the combinatorial attribute space. (summarized by gpt-5.4-mini on Apr 11 2026)

Paper ID: 7654
Venue: SIGMOD
Year: 2026
Pagerank: 5.093636e-05
Overall Rank: 10,441 | 28.37%
DOI: 10.1145/3786637

Incoming Non-self Citations Over Time

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Authors

1. Whanhee Cho (University of Utah)
2. Anna Fariha (University of Utah)

BibTeX Citation

@inproceedings{cho_sigmod26,
        title = {{Data-Semantics-Aware Recommendation of Diverse Pivot Tables}},
        author = {Cho, Whanhee and Fariha, Anna},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3786637},
        url = {https://dl.acm.org/doi/10.1145/3786637},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
207	On the Computation of Multidimensional Aggregates	1996	VLDB	0.00025088003
410	SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics	2015	VLDB	0.0001890421
700	Explaining differences in multidimensional aggregates	1999	VLDB	0.00014871032
858	Interpretable and Informative Explanations of Outcomes	2015	VLDB	0.0001356511
965	User-adaptive exploration of multidimensional data	2000	VLDB	0.00012933878
1,807	DisC Diversity: Result Diversification based on Dissimilarity and Coverage	2013	VLDB	9.7054469e-05
1,908	Max-Sum Diversification, Monotone Submodular Functions and Dynamic Updates	2012	PODS	9.5010932e-05
2,058	Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning	2020	SIGMOD	9.2480248e-05
2,744	Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks	2020	SIGMOD	8.1781662e-05
3,425	Foresight: Recommending Visual Insights	2017	VLDB	7.42218e-05
4,285	Beyond Simple Aggregates: Indexing for Summary Queries	2011	PODS	6.7812351e-05
4,628	QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data	2019	SIGMOD	6.5962102e-05
4,631	Interactive Summarization and Exploration of Top Aggregate Query Answers	2018	VLDB	6.595034e-05
6,853	Scalable Package Queries in Relational Database Systems	2016	VLDB	5.7540003e-05
7,003	Guided Exploration of Data Summaries	2022	VLDB	5.7278883e-05
7,061	QAGView: Interactively Summarizing High-Valued Aggregate Query Answers	2018	SIGMOD	5.7145492e-05
7,119	RC-Index: Diversifying Answers to Range Queries	2018	VLDB	5.6971547e-05
7,397	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	5.6256632e-05
8,465	Predicate Pushdown for Data Science Pipelines	2023	SIGMOD	5.4194578e-05
9,020	Data-Driven Insight Synthesis for Multi-Dimensional Data	2024	VLDB	5.3306775e-05
11,307	Utopia: Automatic Pivot Table Assistant	2024	VLDB	5.093636e-05

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2	1,532	Summarizing Relational Databases	2009	VLDB
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5	3,181	InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables	2013	SIGMOD
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7	11,590	Automated Relational Data Explanation using External Semantic Knowledge	2022	VLDB
8	2,744	Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks	2020	SIGMOD
9	11,307	Utopia: Automatic Pivot Table Assistant	2024	VLDB
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