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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
h8b2c1803710d2236
Venue
VLDB
Year
2025
Pagerank
4.9769913e-05
Overall Rank
11,331 | 23.85%
DOI
10.14778/3748191.3748214
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{hu_vldb25,
        title = {{LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes}},
        author = {Hu, Yihao and Wang, Jin and Rahman, Sajjadur},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {10},
        pages = {3545--3558},
        doi = {10.14778/3748191.3748214},
        url = {https://doi.org/10.14778/3748191.3748214},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

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
190 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0002582857
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019876273
395 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00019156481
694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014721161
718 Finding Related Tables 2012 SIGMOD 0.00014526813
765 Table Union Search on Open Data 2018 VLDB 0.00014119196
924 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001305096
984 User-adaptive exploration of multidimensional data 2000 VLDB 0.00012680398
1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011144991
1,319 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00011042864
1,336 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010984121
1,662 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9502569e-05
1,854 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.4961138e-05
1,951 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 9.3168416e-05
1,990 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 9.2443028e-05
2,378 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5495442e-05
2,927 Organizing Data Lakes for Navigation 2020 SIGMOD 7.8407133e-05
3,100 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.64814e-05
3,255 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.4864653e-05
3,341 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.4028264e-05
3,386 Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems 2014 VLDB 7.3511473e-05
4,411 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 6.6089506e-05
5,025 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.3078009e-05
5,109 Data-Driven Domain Discovery for Structured Datasets 2020 VLDB 6.2679672e-05
5,279 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.1973533e-05
5,407 RONIN: Data Lake Exploration 2021 VLDB 6.1433552e-05
6,095 Interactive Browsing and Navigation in Relational Databases 2016 VLDB 5.8867043e-05
6,904 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 5.648645e-05
8,279 NOAH: Interactive Spreadsheet Exploration with Dynamic Hierarchical Overviews 2021 VLDB 5.3617864e-05
8,997 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 5.2400249e-05
10,173 Transactional Panorama: A Conceptual Framework for User Perception in Analytical Visual Interfaces 2023 VLDB 5.0658661e-05
11,940 Leam: An Interactive System for In-situ Visual Text Analysis 2021 CIDR 4.9769913e-05
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