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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
0.00011243615
Overall Rank
1,268 | 91.51%
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 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
1,742 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.7283207e-05
1,929 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 9.3458857e-05
2,370 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5469172e-05
3,093 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6378811e-05
4,158 Integrating Data Lake Tables 2023 VLDB 6.7595989e-05
5,041 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.2899676e-05
5,423 RONIN: Data Lake Exploration 2021 VLDB 6.1230414e-05
5,715 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 6.0087424e-05
6,196 Causal Data Integration 2023 VLDB 5.8366172e-05
6,614 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 5.7164731e-05
7,107 WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses 2023 CIDR 5.5818446e-05
8,552 A Demonstration of KGLac: A Data Discovery and Enrichment Platform for Data Science 2021 VLDB 5.3024397e-05
8,599 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.2921451e-05
9,054 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 5.2149206e-05
9,276 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.1860131e-05
9,281 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 5.1860131e-05
10,095 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 5.068372e-05
10,096 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.068372e-05
10,099 Determining the Largest Overlap between Tables 2024 SIGMOD 5.068372e-05
10,380 Alignment-Guided Largest Table Overlap Size Estimation 2027 SIGMOD 4.9605343e-05
10,576 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 4.9605343e-05
11,151 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 4.9605343e-05
11,170 A Rank-Based Approach to Recommender System’s Top-K Queries with Uncertain Scores 2025 SIGMOD 4.9605343e-05
11,385 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.9605343e-05
11,469 APEX-DAG: Library and Language independent Pipeline EXtraction 2025 VLDB 4.9605343e-05
11,644 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.9605343e-05
11,651 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.9605343e-05
11,935 Fast Dataset Search with Earth Mover's Distance 2022 VLDB 4.9605343e-05
11,975 Detecting Layout Templates in Complex Multiregion Files 2022 VLDB 4.9605343e-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 0.0010688884
88 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035500667
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027775994
505 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00017162373
512 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017036842
623 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015446839
679 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014802
753 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014228161
758 Table Union Search on Open Data 2018 VLDB 0.00014200657
783 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014015599
941 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.00012938573
972 The Data Civilizer System 2017 CIDR 0.00012742827
1,037 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012357454
1,136 Comparing Stars: On Approximating Graph Edit Distance 2009 VLDB 0.00011857445
1,325 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.000110184
2,936 Constance: An Intelligent Data Lake System 2016 SIGMOD 7.825556e-05
3,100 Learning to Create Data-Integrating Queries 2008 VLDB 7.6312005e-05
3,247 Ten Years of WebTables 2018 VLDB 7.4774952e-05
3,833 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.9736073e-05
4,507 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.5555217e-05
6,449 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.7639319e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 623 Data Lake Management: Challenges and Opportunities 2019 VLDB
2 9,281 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD
3 11,385 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB
4 705 Finding Related Tables 2012 SIGMOD
5 4,419 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB
6 7,230 Dataset Relationship Management 2019 CIDR
7 5,036 Discovering Related Data At Scale 2021 VLDB
8 7,785 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB
9 4,507 Juneau: Data Lake Management for Jupyter 2019 VLDB
10 11,651 Searching Data Lakes for Nested and Joined Data 2024 VLDB