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Data-Driven Insight Synthesis for Multi-Dimensional Data
Summary: DAISY: learns data-driven interestingness measures for multi-dimensional EDA from annotated examples, replacing brittle rule-based heuristics. Combines a cost-saving annotation algorithm with MCMC-based insight synthesis to efficiently surface a broader, user-aligned set of insights.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13352
- Venue
- VLDB
- Year
- 2024
- Pagerank
- 4.4052498e-05
- Overall Rank
- 9,019 | 37.32%
- DOI
-
10.14778/3641204.3641211
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 18 of 18 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 |
| 768 |
Algorithms for Mining Distance-Based Outliers in Large Datasets |
1998 |
VLDB |
0.00016864875 |
| 973 |
Natural language to SQL: Where are we today? |
2020 |
VLDB |
0.0001488435 |
| 1,137 |
User-adaptive exploration of multidimensional data |
2000 |
VLDB |
0.0001373991 |
| 1,266 |
Foofah: Transforming Data By Example |
2017 |
SIGMOD |
0.00012921038 |
| 1,421 |
Duoquest: A Dual-Specification System for Expressive SQL Queries |
2020 |
SIGMOD |
0.00012052759 |
| 1,456 |
Query From Examples: An Iterative, Data-Driven Approach to Query Construction |
2015 |
VLDB |
0.00011891284 |
| 1,469 |
BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations |
2016 |
VLDB |
0.00011831156 |
| 1,502 |
Discovering Queries based on Example Tuples |
2014 |
SIGMOD |
0.00011614522 |
| 1,821 |
Synthesizing Entity Matching Rules by Examples |
2018 |
VLDB |
0.00010406856 |
| 2,983 |
Foresight: Recommending Visual Insights |
2017 |
VLDB |
7.77698e-05 |
| 3,542 |
Extracting Top-K Insights from Multi-dimensional Data |
2017 |
SIGMOD |
6.9896948e-05 |
| 5,193 |
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data |
2019 |
SIGMOD |
5.6322426e-05 |
| 6,736 |
Data Migration using Datalog Program Synthesis |
2020 |
VLDB |
4.9417961e-05 |
| 7,276 |
DICE: Data Discovery by Example |
2021 |
VLDB |
4.773228e-05 |
| 8,104 |
Automated Migration of Hierarchical Data to Relational Tables using Programming-by-Example |
2018 |
VLDB |
4.5815095e-05 |
| 8,959 |
MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis |
2021 |
SIGMOD |
4.4175998e-05 |
| 9,447 |
SuDocu: Summarizing Documents by Example |
2020 |
VLDB |
4.3371403e-05 |
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| 5,193 |
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data |
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| 4,540 |
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| 4,755 |
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5.9375171e-05 |
| 8,959 |
MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis |
2021 |
SIGMOD |
4.4175998e-05 |