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User-adaptive exploration of multidimensional data

Summary: User-adaptive OLAP exploration tracks visited cube regions and builds a Maximum Entropy model of unvisited values. Users query the most surprising unvisited regions, iteratively refining the model until it matches the cube. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8658
Venue
VLDB
Year
2000
Pagerank
0.0001373991
Overall Rank
1,137 | 92.10%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
461 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022615628
1,001 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.00014709145
1,422 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012050431
1,639 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011049413
2,589 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4868591e-05
2,801 Towards Keyword-Driven Analytical Processing 2007 SIGMOD 8.1074407e-05
2,954 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 7.8218804e-05
3,393 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.1415762e-05
3,542 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 6.9896948e-05
4,218 MDL Summarization with Holes 2005 VLDB 6.3436747e-05
4,540 Automating Exploratory Data Analysis via Machine Learning: An Overview 2020 SIGMOD 6.0978937e-05
4,608 Interactive Summarization and Exploration of Top Aggregate Query Answers 2018 VLDB 6.046643e-05
4,690 Multi-Structural Databases 2005 PODS 5.9898251e-05
5,107 SeeDB: Automatically Generating Query Visualizations 2014 VLDB 5.687623e-05
5,263 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 5.5959099e-05
6,011 Data Vocalization with CiceroDB 2019 CIDR 5.2365238e-05
7,067 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 4.8387221e-05
8,109 The Cascading Analysts Algorithm 2018 SIGMOD 4.5807394e-05
8,959 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 4.4175998e-05
9,019 Data-Driven Insight Synthesis for Multi-Dimensional Data 2024 VLDB 4.4052498e-05
10,147 Causal Explanations for Disparate Trends: Where and Why? 2026 SIGMOD 4.1905499e-05
10,152 Data-Semantics-Aware Recommendation of Diverse Pivot Tables 2026 SIGMOD 4.1905499e-05
10,693 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.1905499e-05
11,219 Efficient Approximation Framework for Attribute Recommendation 2023 SIGMOD 4.1905499e-05
11,386 BABOONS: Black-Box Optimization of Data Summaries in Natural Language 2022 VLDB 4.1905499e-05
11,651 A Holistic Approach for Query Evaluation and Result Vocalization in Voice-Based OLAP 2019 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
229 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.0003226623
762 Explaining differences in multidimensional aggregates 1999 VLDB 0.00016984985
2,614 i3: Intelligent, Interactive Investigation of OLAP data cubes 2000 SIGMOD 8.4538942e-05
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