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Organizing Data Lakes for Navigation

Summary: Organizes data lakes as a navigation graph of attribute-set nodes with subset edges. Proposes a probabilistic user model and an approximate algorithm; demonstrates improved navigation over keyword search via real data tests and a user study. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h427dcd4f3ada5766
Venue
SIGMOD
Year
2020
Pagerank
7.8407133e-05
Overall Rank
2,927 | 80.33%
DOI
10.1145/3318464.3380605

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{nargesian_sigmod20,
        title = {{Organizing Data Lakes for Navigation}},
        author = {Nargesian, Fatemeh and Pu, Ken Q. and Zhu, Erkang and Bashardoost, Bahar Ghadiri and Miller, Renée J.},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3380605},
        url = {https://dl.acm.org/doi/10.1145/3318464.3380605},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
2,378 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5495442e-05
4,869 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3719187e-05
5,279 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.1973533e-05
5,407 RONIN: Data Lake Exploration 2021 VLDB 6.1433552e-05
5,610 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.0660772e-05
5,704 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 6.0286769e-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
9,033 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 5.2322216e-05
9,257 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 5.2032182e-05
10,684 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.9769913e-05
10,903 MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery 2026 VLDB 4.9769913e-05
11,090 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 4.9769913e-05
11,331 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.9769913e-05
11,518 Determining the Largest Overlap between Tables 2024 SIGMOD 4.9769913e-05
11,891 Fast Dataset Search with Earth Mover's Distance 2022 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

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