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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
13982
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,693 | 25.69%
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
213 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003371037
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023700634
461 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022615628
814 Finding Related Tables 2012 SIGMOD 0.00016298739
992 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014795333
1,137 User-adaptive exploration of multidimensional data 2000 VLDB 0.0001373991
1,179 Table Union Search on Open Data 2018 VLDB 0.00013458551
1,185 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013432692
1,643 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011031534
1,742 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010695388
1,918 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 0.00010098963
2,005 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.8168893e-05
2,142 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 9.4461701e-05
2,495 Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems 2014 VLDB 8.644229e-05
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
3,001 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 7.739698e-05
3,326 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.2148323e-05
3,360 Organizing Data Lakes for Navigation 2020 SIGMOD 7.1719486e-05
3,393 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.1415762e-05
3,798 Stitching Web Tables for Improving Matching Quality 2017 VLDB 6.753528e-05
3,841 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 6.7090738e-05
4,679 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 5.9978792e-05
5,538 Data-Driven Domain Discovery for Structured Datasets 2020 VLDB 5.4520759e-05
6,057 Interactive Browsing and Navigation in Relational Databases 2016 VLDB 5.2275892e-05
6,268 MATE: Multi-Attribute Table Extraction 2022 VLDB 5.1288179e-05
6,432 RONIN: Data Lake Exploration 2021 VLDB 5.0571585e-05
7,067 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 4.8387221e-05
8,121 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 4.5771143e-05
8,175 NOAH: Interactive Spreadsheet Exploration with Dynamic Hierarchical Overviews 2021 VLDB 4.5638044e-05
8,852 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 4.4313992e-05
9,827 Transactional Panorama: A Conceptual Framework for User Perception in Analytical Visual Interfaces 2023 VLDB 4.2710095e-05
11,432 Leam: An Interactive System for In-situ Visual Text Analysis 2021 CIDR 4.1905499e-05
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