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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
6003
Venue
SIGMOD
Year
2020
Pagerank
0.0001123653
Overall Rank
1,303 | 91.07%
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
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
3,073 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.785842e-05
3,228 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6215176e-05
4,123 Integrating Data Lake Tables 2023 VLDB 6.8878137e-05
5,479 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.204351e-05
5,956 RONIN: Data Lake Exploration 2021 VLDB 6.0287066e-05
6,054 Causal Data Integration 2023 VLDB 5.9932261e-05
7,220 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 5.6679948e-05
8,144 WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses 2023 CIDR 5.4800625e-05
8,397 A Demonstration of KGLac: A Data Discovery and Enrichment Platform for Data Science 2021 VLDB 5.4344976e-05
9,065 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.3251649e-05
9,071 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 5.3251649e-05
10,080 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 5.158939e-05
10,287 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 5.093636e-05
10,638 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 5.093636e-05
10,657 A Rank-Based Approach to Recommender System’s Top-K Queries with Uncertain Scores 2025 SIGMOD 5.093636e-05
10,783 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 5.093636e-05
10,812 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.093636e-05
10,933 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 5.093636e-05
10,987 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.093636e-05
11,047 APEX-DAG: Library and Language independent Pipeline EXtraction 2025 VLDB 5.093636e-05
11,062 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 5.093636e-05
11,167 Determining the Largest Overlap between Tables 2024 SIGMOD 5.093636e-05
11,262 Enriching Relations with Additional Attributes for ER 2024 VLDB 5.093636e-05
11,270 Searching Data Lakes for Nested and Joined Data 2024 VLDB 5.093636e-05
11,577 Fast Dataset Search with Earth Mover's Distance 2022 VLDB 5.093636e-05
11,618 Detecting Layout Templates in Complex Multiregion Files 2022 VLDB 5.093636e-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 0.0010828372
91 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00034838835
159 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00028129426
509 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00017220967
514 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017178673
749 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00014379989
753 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014336094
764 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014226652
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
963 The Data Civilizer System 2017 CIDR 0.00012935145
973 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.00012874284
1,055 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012389274
1,115 Comparing Stars: On Approximating Graph Edit Distance 2009 VLDB 0.00012117375
1,495 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00010571481
2,913 Constance: An Intelligent Data Lake System 2016 SIGMOD 7.9684737e-05
3,032 Learning to Create Data-Integrating Queries 2008 VLDB 7.8323614e-05
3,271 Ten Years of WebTables 2018 VLDB 7.5779937e-05
3,883 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 7.0487615e-05
4,511 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.6517623e-05
6,330 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.9109104e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 749 Data Lake Management: Challenges and Opportunities 2019 VLDB
2 9,071 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD
3 10,933 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB
4 739 Finding Related Tables 2012 SIGMOD
5 7,893 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB
6 7,065 Dataset Relationship Management 2019 CIDR
7 5,344 Discovering Related Data At Scale 2021 VLDB
8 7,613 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB
9 4,511 Juneau: Data Lake Management for Jupyter 2019 VLDB
10 11,270 Searching Data Lakes for Nested and Joined Data 2024 VLDB