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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
7.8442582e-05
Overall Rank
2,926 | 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
2,382 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5458532e-05
4,867 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3749346e-05
5,276 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.2002884e-05
5,401 RONIN: Data Lake Exploration 2021 VLDB 6.1462648e-05
5,609 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.0689501e-05
5,701 Data Discovery in Data Lakes: Operations, Indexes, Systems 2025 VLDB 6.0315322e-05
7,161 WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses 2023 CIDR 5.596048e-05
8,528 A Demonstration of KGLac: A Data Discovery and Enrichment Platform for Data Science 2021 VLDB 5.3225503e-05
9,025 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 5.2346997e-05
9,247 Data Lakes Empowered by Knowledge Graph Technologies 2021 SIGMOD 5.2056825e-05
10,673 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.9793485e-05
10,894 MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery 2026 VLDB 4.9793485e-05
11,081 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 4.9793485e-05
11,323 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.9793485e-05
11,512 Determining the Largest Overlap between Tables 2024 SIGMOD 4.9793485e-05
11,885 Fast Dataset Search with Earth Mover's Distance 2022 VLDB 4.9793485e-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.

Rank Cited Paper Year Venue Pagerank
316 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00021221602
484 Data Integration for the Relational Web 2009 VLDB 0.00017548541
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017071087
694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014727089
717 Finding Related Tables 2012 SIGMOD 0.00014532116
757 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014205602
765 Table Union Search on Open Data 2018 VLDB 0.00014125424
972 The Data Civilizer System 2017 CIDR 0.00012763234
1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012274222
1,318 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00011047393
1,880 Ground: A Data Context Service 2017 CIDR 9.4415148e-05
6,244 Interactive Navigation of Open Data Linkages 2017 VLDB 5.8374791e-05
6,568 Supporting Keyword Search in Product Database: A Probabilistic Approach 2013 VLDB 5.7466734e-05
6,997 Facet Discovery for Structured Web Search: A Query-log Mining Approach 2011 SIGMOD 5.6254522e-05
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