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: 6150
Venue: SIGMOD
Year: 2021
Pagerank: 4.1945683e-05
Overall Rank: 11,474 | 20.18%
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
7,222	Guided Exploration of Data Summaries	2022	VLDB	4.797186e-05
10,015	Differentially Private Explanations for Clusters	2026	SIGMOD	4.1945683e-05
11,394	EDA4SUM: Guided Exploration of Data Summaries	2022	VLDB	4.1945683e-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
460	SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics	2015	VLDB	0.00022516069
767	Explaining differences in multidimensional aggregates	1999	VLDB	0.00016981309
991	Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System	2017	VLDB	0.00014807273
1,099	Interpretable and Informative Explanations of Outcomes	2015	VLDB	0.00014096312
1,445	Diversifying Top-K Results	2012	VLDB	0.00011945231
1,830	Relaxing Join and Selection Queries	2006	VLDB	0.000103862
1,993	Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning	2020	SIGMOD	9.8453334e-05
2,011	Rapid Sampling for Visualizations with Ordering Guarantees	2015	VLDB	9.7964875e-05
2,129	IDEBench: A Benchmark for Interactive Data Exploration	2020	SIGMOD	9.480002e-05
2,480	Top-k Bounded Diversification	2012	SIGMOD	8.6899714e-05
2,852	MRI: Meaningful Interpretations of Collaborative Ratings	2011	VLDB	8.0151391e-05
3,878	Data Canopy: Accelerating Exploratory Statistical Analysis	2017	SIGMOD	6.6731435e-05
4,565	Constructing and Exploring Composite Items	2010	SIGMOD	6.081125e-05
4,614	Interactive Summarization and Exploration of Top Aggregate Query Answers	2018	VLDB	6.0467204e-05
4,758	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	5.9422515e-05
5,472	Guided Exploration of User Groups	2020	VLDB	5.4888146e-05
7,820	Subjective Databases	2019	VLDB	4.6431208e-05

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3,070	Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration	2014	SIGMOD	7.6137064e-05
9,035	Data-Driven Insight Synthesis for Multi-Dimensional Data	2024	VLDB	4.4039656e-05
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7,292	Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base	2018	SIGMOD	4.7740174e-05
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