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Finding Related Tables in Data Lakes for Interactive Data Science

Summary: Data-lake search integrated with Jupyter Notebook for interactive data science. Find joinable or linkable tables, schemas, and workflows; augment training data, extract features, and clean data, with core methods that generalize to program or script executions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4d19f779a3159c39
Venue
SIGMOD
Year
2020
Pagerank
0.00011144991
Overall Rank
1,293 | 91.32%
DOI
10.1145/3318464.3389726

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod20,
        title = {{Finding Related Tables in Data Lakes for Interactive Data Science}},
        author = {Zhang, Yi and Ives, Zachary G.},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389726},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389726},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
1,854 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.4961138e-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
3,092 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6548729e-05
4,159 Integrating Data Lake Tables 2023 VLDB 6.7687144e-05
5,279 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.1973533e-05
5,407 RONIN: Data Lake Exploration 2021 VLDB 6.1433552e-05
5,704 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 6.0286769e-05
6,186 Causal Data Integration 2023 VLDB 5.8559807e-05
6,979 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 5.6272426e-05
7,164 WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses 2023 CIDR 5.5934028e-05
8,535 A Demonstration of KGLac: A Data Discovery and Enrichment Platform for Data Science 2021 VLDB 5.3200311e-05
8,582 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.3097022e-05
9,033 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 5.2322216e-05
9,252 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.2032182e-05
9,257 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 5.2032182e-05
10,063 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.0851868e-05
10,510 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 4.9769913e-05
11,090 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 4.9769913e-05
11,109 A Rank-Based Approach to Recommender System’s Top-K Queries with Uncertain Scores 2025 SIGMOD 4.9769913e-05
11,209 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.9769913e-05
11,331 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.9769913e-05
11,416 APEX-DAG: Library and Language independent Pipeline EXtraction 2025 VLDB 4.9769913e-05
11,518 Determining the Largest Overlap between Tables 2024 SIGMOD 4.9769913e-05
11,596 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.9769913e-05
11,604 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.9769913e-05
11,891 Fast Dataset Search with Earth Mover's Distance 2022 VLDB 4.9769913e-05
11,931 Detecting Layout Templates in Complex Multiregion Files 2022 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010679903
89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035115118
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027827605
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017063491
524 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00016902116
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015476813
694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014721161
757 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014199305
765 Table Union Search on Open Data 2018 VLDB 0.00014119196
779 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014048128
962 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.00012818013
972 The Data Civilizer System 2017 CIDR 0.00012757732
1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012268624
1,133 Comparing Stars: On Approximating Graph Edit Distance 2009 VLDB 0.00011892544
1,319 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00011042864
2,925 Constance: An Intelligent Data Lake System 2016 SIGMOD 7.8462376e-05
3,090 Learning to Create Data-Integrating Queries 2008 VLDB 7.6561778e-05
3,289 Ten Years of WebTables 2018 VLDB 7.4500131e-05
3,844 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.9845822e-05
4,494 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.5747499e-05
6,450 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.7796344e-05
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# Overall Rank Paper Year Venue
1 624 Data Lake Management: Challenges and Opportunities 2019 VLDB
2 9,257 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD
3 11,331 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB
4 718 Finding Related Tables 2012 SIGMOD
5 4,411 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB
6 7,210 Dataset Relationship Management 2019 CIDR
7 5,018 Discovering Related Data At Scale 2021 VLDB
8 7,771 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB
9 4,494 Juneau: Data Lake Management for Jupyter 2019 VLDB
10 11,604 Searching Data Lakes for Nested and Joined Data 2024 VLDB