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Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search

Summary: Fainder indexes heterogeneous histogram summaries to support percentile predicates, enabling distribution-aware dataset search beyond keyword matching. Binary search plus multistep pruning delivers accurate retrieval with order-of-magnitude speedups on large decentralized repositories. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h42d61ee0c09103eb
Venue
VLDB
Year
2024
Pagerank
5.2322216e-05
Overall Rank
9,033 | 39.29%
DOI
10.14778/3681954.3681999
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{behme_vldb24,
        title = {{Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search}},
        author = {Behme, Lennart and Galhotra, Sainyam and Beedkar, Kaustubh and Markl, Volker},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {3269--3282},
        doi = {10.14778/3681954.3681999},
        url = {https://doi.org/10.14778/3681954.3681999},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
275 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00022404363
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017063491
1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011144991
1,336 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010984121
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
2,520 GitTables: A Large-Scale Corpus of Relational Tables 2023 SIGMOD 8.3489561e-05
2,927 Organizing Data Lakes for Navigation 2020 SIGMOD 7.8407133e-05
4,869 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3719187e-05
5,018 Discovering Related Data At Scale 2021 VLDB 6.3107365e-05
5,279 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.1973533e-05
5,407 RONIN: Data Lake Exploration 2021 VLDB 6.1433552e-05
5,418 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 6.1370792e-05
5,739 Tailoring Data Source Distributions for Fairness-aware Data Integration 2021 VLDB 6.0089081e-05
6,493 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 5.7647249e-05
6,877 Consistent Range Approximation for Fair Predictive Modeling 2023 VLDB 5.6564538e-05
6,979 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 5.6272426e-05
7,185 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.5890883e-05
7,220 DICE: Data Discovery by Example 2021 VLDB 5.5806325e-05
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