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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
14169
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,933 | 24.99%
DOI
10.14778/3748191.3748214

Incoming Non-self Citations Over Time

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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
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.00026096009
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019979463
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
739 Finding Related Tables 2012 SIGMOD 0.0001448231
779 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014092047
878 Table Union Search on Open Data 2018 VLDB 0.00013463374
965 User-adaptive exploration of multidimensional data 2000 VLDB 0.00012933878
986 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001281777
1,303 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.0001123653
1,447 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010760327
1,495 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00010571481
1,634 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010163938
1,932 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 9.4646634e-05
2,192 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.9767241e-05
2,315 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 8.7605101e-05
3,015 Organizing Data Lakes for Navigation 2020 SIGMOD 7.848843e-05
3,072 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.7873864e-05
3,073 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.785842e-05
3,288 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.5578177e-05
3,301 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.5408662e-05
3,350 Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems 2014 VLDB 7.4942163e-05
4,926 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.4428362e-05
5,125 Data-Driven Domain Discovery for Structured Datasets 2020 VLDB 6.356638e-05
5,479 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.204351e-05
5,956 RONIN: Data Lake Exploration 2021 VLDB 6.0287066e-05
5,976 Interactive Browsing and Navigation in Relational Databases 2016 VLDB 6.0219844e-05
6,763 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 5.7810308e-05
7,893 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 5.5209866e-05
8,511 NOAH: Interactive Spreadsheet Exploration with Dynamic Hierarchical Overviews 2021 VLDB 5.4119882e-05
8,860 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 5.3564029e-05
9,975 Transactional Panorama: A Conceptual Framework for User Perception in Analytical Visual Interfaces 2023 VLDB 5.1845938e-05
11,627 Leam: An Interactive System for In-situ Visual Text Analysis 2021 CIDR 5.093636e-05
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