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JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes

Summary: JOSIE reframes joinability in data lakes as an overlap set similarity search, columns as value-sets and seeking intersections. An exact, cost-aware algorithm minimizes reads and inverted-index probes, beating prior overlap methods on large data lakes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5597
Venue
SIGMOD
Year
2019
Pagerank
0.00014215821
Overall Rank
771 | 94.65%
DOI
10.1145/3299869.3300065

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 51 citing papers.

Rank Citing Paper Year Venue Pagerank
749 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00014389498
1,308 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011301511
2,216 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.0031577e-05
2,364 Chorus: Foundation Models for Unified Data Discovery and Exploration 2024 VLDB 8.7622416e-05
2,965 Organizing Data Lakes for Navigation 2020 SIGMOD 7.9653908e-05
3,063 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.8644242e-05
3,175 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.7393361e-05
4,076 Integrating Data Lake Tables 2023 VLDB 6.9824526e-05
4,331 Automating Exploratory Data Analysis via Machine Learning: An Overview 2020 SIGMOD 6.8320115e-05
5,129 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.4173405e-05
5,269 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 6.3611132e-05
5,285 Discovering Related Data At Scale 2021 VLDB 6.3549885e-05
5,329 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 6.3311372e-05
5,478 Databases Unbound: Querying All of the World's Bytes with AI 2024 VLDB 6.2717767e-05
5,493 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.2660773e-05
5,503 Eraser: Eliminating Performance Regression on Learned Query Optimizer 2024 VLDB 6.2627904e-05
5,626 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.2080756e-05
5,793 Observatory: Characterizing Embeddings of Relational Tables 2024 VLDB 6.1462772e-05
5,970 Causal Data Integration 2023 VLDB 6.0860474e-05
7,434 Cross Modal Data Discovery over Structured and Unstructured Data Lakes 2023 VLDB 5.6805318e-05
7,486 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB 5.668225e-05
7,769 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 5.6064941e-05
8,027 WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses 2023 CIDR 5.5619731e-05
8,274 A Demonstration of KGLac: A Data Discovery and Enrichment Platform for Data Science 2021 VLDB 5.518793e-05
8,549 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 5.4739539e-05
8,729 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 5.4400908e-05
8,775 Unveiling Challenges for LLMs in Enterprise Data Engineering 2026 VLDB 5.4311509e-05
8,854 DataLoom: Simplifying Data Loading with LLMs 2024 VLDB 5.4220589e-05
8,937 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.4076395e-05
8,943 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 5.4076395e-05
9,712 CaJaDE: Explaining Query Results by Augmenting Provenance with Context 2022 VLDB 5.2859392e-05
9,960 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.2142386e-05
10,109 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 5.1725247e-05
10,142 AutoDDG: Automated Dataset Description Generation using Large Language Models 2026 SIGMOD 5.1725247e-05
10,197 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 5.1725247e-05
10,519 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 5.1725247e-05
10,597 Birdie: Natural Language-Driven Table Discovery Using Differentiable Search Index 2025 VLDB 5.1725247e-05
10,606 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.1725247e-05
10,693 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 5.1725247e-05
10,732 Suna: Scalable Causal Confounder Discovery over Relational Data 2025 VLDB 5.1725247e-05
10,760 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.1725247e-05
10,828 TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery 2025 VLDB 5.1725247e-05
10,840 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 5.1725247e-05
10,954 Determining the Largest Overlap between Tables 2024 SIGMOD 5.1725247e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 5.1725247e-05
11,066 Searching Data Lakes for Nested and Joined Data 2024 VLDB 5.1725247e-05
11,171 Weighted Minwise Hashing Beats Linear Sketching for Inner Product Estimation 2023 PODS 5.1725247e-05
11,249 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 5.1725247e-05
11,307 TokenJoin: Efficient Filtering for Set Similarity Join with Maximum Weighted Bipartite Matching 2023 VLDB 5.1725247e-05
11,381 Fast Dataset Search with Earth Mover’s Distance 2022 VLDB 5.1725247e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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