Exploring Ratings in Subjective Databases

Summary: Subjective Data Exploration (SDE): joint exploration of items, people, and opinions via rating maps. Pruning via confidence intervals and multi-armed bandits tames large search space; experiments on data and humans validate SDE's need and performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6151
Venue: SIGMOD
Year: 2021
Pagerank: 4.1905499e-05
Overall Rank: 11,478 | 20.23%
DOI: 10.1145/3448016.3457259

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

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Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,200	Guided Exploration of Data Summaries	2022	VLDB	4.7980895e-05
10,015	Differentially Private Explanations for Clusters	2026	SIGMOD	4.1905499e-05
11,396	EDA4SUM: Guided Exploration of Data Summaries	2022	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
461	SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics	2015	VLDB	0.00022615628
762	Explaining differences in multidimensional aggregates	1999	VLDB	0.00016984985
992	Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System	2017	VLDB	0.00014795333
1,096	Interpretable and Informative Explanations of Outcomes	2015	VLDB	0.00014088686
1,435	Diversifying Top-K Results	2012	VLDB	0.00011981694
1,830	Relaxing Join and Selection Queries	2006	VLDB	0.0001037611
1,992	Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning	2020	SIGMOD	9.8415851e-05
2,005	Rapid Sampling for Visualizations with Ordering Guarantees	2015	VLDB	9.8168893e-05
2,126	IDEBench: A Benchmark for Interactive Data Exploration	2020	SIGMOD	9.4814404e-05
2,474	Top-k Bounded Diversification	2012	SIGMOD	8.6956353e-05
2,854	MRI: Meaningful Interpretations of Collaborative Ratings	2011	VLDB	8.0139911e-05
3,878	Data Canopy: Accelerating Exploratory Statistical Analysis	2017	SIGMOD	6.6669911e-05
4,561	Constructing and Exploring Composite Items	2010	SIGMOD	6.0758276e-05
4,608	Interactive Summarization and Exploration of Top Aggregate Query Answers	2018	VLDB	6.046643e-05
4,755	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	5.9375171e-05
5,481	Guided Exploration of User Groups	2020	VLDB	5.483544e-05
7,793	Subjective Databases	2019	VLDB	4.6449823e-05

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3,076	Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration	2014	SIGMOD	7.6063803e-05
9,019	Data-Driven Insight Synthesis for Multi-Dimensional Data	2024	VLDB	4.4052498e-05
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7,285	Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base	2018	SIGMOD	4.7702194e-05
2,854	MRI: Meaningful Interpretations of Collaborative Ratings	2011	VLDB	8.0139911e-05
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