Efficient Exploration of Interesting Aggregates in RDF Graphs

Summary: End-to-end framework to automatically identify top-k interesting aggregates on RDF graphs, discovering facts, dimensions, and measures within a lattice. RDF-friendly one-pass lattice evaluation with probabilistic early-stop pruning; up to 2.9x speedup and scalable performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6197
Venue: SIGMOD
Year: 2021
Pagerank: 4.383548e-05
Overall Rank: 9,175 | 36.18%
DOI: 10.1145/3448016.3457307

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,289	Knowledge Graph Exploration Systems: are we lost?	2022	CIDR	4.5435639e-05

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
11	Implementing Data Cubes Efficiently	1996	SIGMOD	0.0011708144
14	Online Aggregation	1997	SIGMOD	0.0010801504
247	On the Computation of Multidimensional Aggregates	1996	VLDB	0.00030927763
366	An Array-Based Algorithm for Simultaneous Multidimensional Aggregates	1997	SIGMOD	0.0002552977
460	SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics	2015	VLDB	0.00022516069
3,546	Extracting Top-K Insights from Multi-dimensional Data	2017	SIGMOD	6.9870745e-05
4,614	Interactive Summarization and Exploration of Top Aggregate Query Answers	2018	VLDB	6.0467204e-05
4,693	Multi-Structural Databases	2005	PODS	5.9955924e-05
5,217	QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data	2019	SIGMOD	5.6227959e-05
5,484	DeepEye: Creating Good Data Visualizations by Keyword Search	2018	SIGMOD	5.4826544e-05
5,736	Efficient Computation of Multiple Group By Queries	2005	SIGMOD	5.3482537e-05
6,514	Spade: A Modular Framework for Analytical Exploration of RDF Graphs	2019	VLDB	5.0321577e-05
6,601	Teaching an RDBMS about ontological constraints	2016	VLDB	4.9972581e-05
7,118	QAGView: Interactively Summarizing High-Valued Aggregate Query Answers	2018	SIGMOD	4.8262997e-05
7,785	Obi-Wan: Ontology-Based RDF Integration of Heterogeneous Data	2020	VLDB	4.6515523e-05
8,830	LensXPlain: Visualizing and Explaining Contributing Subsets for Aggregate Query Answers	2019	VLDB	4.4404336e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
13,602	Information Discovery in Loosely Integrated Data	2007	SIGMOD	-
7,263	H2 RDF+: An Efficient Data Management System for Big RDF Graphs	2014	SIGMOD	4.7851876e-05
2,410	Scalable Join Processing on Very Large RDF Graphs	2009	SIGMOD	8.8773796e-05
3,211	Natural Language Question Answering over RDF — A Graph Data Driven Approach	2014	SIGMOD	7.3743561e-05
872	An Efficient SQL-based RDF Querying Scheme	2005	VLDB	0.00015759968
6,514	Spade: A Modular Framework for Analytical Exploration of RDF Graphs	2019	VLDB	5.0321577e-05
582	Scalable SPARQL Querying of Large RDF Graphs	2011	VLDB	0.00019723083
9,058	Semantic SPARQL Similarity Search Over RDF Knowledge Graphs	2016	VLDB	4.4039656e-05
7,955	Query-Oriented Summarization of RDF Graphs	2015	VLDB	4.613363e-05
8,765	Efficient Query Answering in Probabilistic RDF Graphs	2011	SIGMOD	4.456315e-05