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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
5942
Venue
SIGMOD
Year
2020
Pagerank
0.00011031534
Overall Rank
1,643 | 88.59%
DOI
10.1145/3318464.3389726

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
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
3,827 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 6.7195959e-05
4,860 Integrating Data Lake Tables 2023 VLDB 5.867964e-05
6,268 MATE: Multi-Attribute Table Extraction 2022 VLDB 5.1288179e-05
6,432 RONIN: Data Lake Exploration 2021 VLDB 5.0571585e-05
6,445 Causal Data Integration 2023 VLDB 5.0539192e-05
7,869 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 4.6275089e-05
8,194 WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses 2023 CIDR 4.5574831e-05
8,500 A Demonstration of KGLac: A Data Discovery and Enrichment Platform for Data Science 2021 VLDB 4.4920292e-05
8,912 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 4.4229886e-05
8,919 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 4.4229886e-05
9,928 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 4.2470891e-05
10,353 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 4.1905499e-05
10,376 A Rank-Based Approach to Recommender System’s Top-K Queries with Uncertain Scores 2025 SIGMOD 4.1905499e-05
10,519 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.1905499e-05
10,549 Discovering Approximate Inclusion Dependencies 2025 VLDB 4.1905499e-05
10,693 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.1905499e-05
10,760 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 4.1905499e-05
10,825 APEX-DAG: Library and Language independent Pipeline EXtraction 2025 VLDB 4.1905499e-05
10,840 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 4.1905499e-05
10,954 Determining the Largest Overlap between Tables 2024 SIGMOD 4.1905499e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
11,066 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.1905499e-05
11,381 Fast Dataset Search with Earth Mover’s Distance 2022 VLDB 4.1905499e-05
11,423 Detecting Layout Templates in Complex Multiregion Files 2022 VLDB 4.1905499e-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
8 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015436578
108 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00048345996
224 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00032743209
609 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00019223217
673 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00018325667
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
936 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015197838
949 Comparing Stars: On Approximating Graph Edit Distance 2009 VLDB 0.0001510288
1,005 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014694038
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
1,207 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.0001327437
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,370 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012339543
2,142 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 9.4461701e-05
3,116 Learning to Create Data-Integrating Queries 2008 VLDB 7.5404022e-05
3,163 Ten Years of WebTables 2018 VLDB 7.4611268e-05
3,283 Constance: An Intelligent Data Lake System 2016 SIGMOD 7.27606e-05
4,462 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.1566477e-05
4,589 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.0565861e-05
6,355 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.0939108e-05
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