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LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes

Summary: Introduces visualization recommendation for data discovery over data lakes: automatically surfaces visualizations that reveal salient trends in query-result tables. LakeVisage constructs candidate plans from discovery-engine outputs and prunes uninteresting ones, yielding ~10x speedups and improved usability. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13981
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,685 | 25.67%
DOI
10.14778/3748191.3748214

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Showing 32 of 32 cited papers.

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

Rank Cited Paper Year Venue Pagerank
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023719065
460 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022516069
818 Finding Related Tables 2012 SIGMOD 0.00016311524
991 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014807273
1,137 User-adaptive exploration of multidimensional data 2000 VLDB 0.00013730532
1,178 Table Union Search on Open Data 2018 VLDB 0.00013468118
1,187 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013443639
1,644 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011041787
1,751 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010683295
1,918 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 0.00010097599
2,011 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.7964875e-05
2,141 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 9.4542625e-05
2,498 Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems 2014 VLDB 8.6465331e-05
2,836 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0443826e-05
3,000 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 7.7462128e-05
3,335 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.2065006e-05
3,358 Organizing Data Lakes for Navigation 2020 SIGMOD 7.1784949e-05
3,393 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.1483239e-05
3,797 Stitching Web Tables for Improving Matching Quality 2017 VLDB 6.7597149e-05
3,835 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 6.7163364e-05
4,681 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.0034918e-05
5,529 Data-Driven Domain Discovery for Structured Datasets 2020 VLDB 5.4566641e-05
6,054 Interactive Browsing and Navigation in Relational Databases 2016 VLDB 5.2325754e-05
6,270 MATE: Multi-Attribute Table Extraction 2022 VLDB 5.1337451e-05
6,438 RONIN: Data Lake Exploration 2021 VLDB 5.0620163e-05
7,071 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 4.8429461e-05
8,116 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 4.581507e-05
8,174 NOAH: Interactive Spreadsheet Exploration with Dynamic Hierarchical Overviews 2021 VLDB 4.568186e-05
8,852 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 4.4356508e-05
9,828 Transactional Panorama: A Conceptual Framework for User Perception in Analytical Visual Interfaces 2023 VLDB 4.2751057e-05
11,429 Leam: An Interactive System for In-situ Visual Text Analysis 2021 CIDR 4.1945683e-05
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