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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
5.2149206e-05
Overall Rank
9,054 | 39.31%
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
277 Optimal Histograms with Quality Guarantees 1998 VLDB 0.0002235043
512 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017036842
1,268 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011243615
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,333 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010982382
2,334 GitTables: A Large-Scale Corpus of Relational Tables 2023 SIGMOD 8.6058607e-05
2,940 Organizing Data Lakes for Navigation 2020 SIGMOD 7.8206062e-05
4,890 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3508492e-05
5,036 Discovering Related Data At Scale 2021 VLDB 6.2907736e-05
5,041 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.2899676e-05
5,423 RONIN: Data Lake Exploration 2021 VLDB 6.1230414e-05
5,435 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 6.1167862e-05
5,752 Tailoring Data Source Distributions for Fairness-aware Data Integration 2021 VLDB 5.9890389e-05
6,504 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 5.7456631e-05
6,614 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 5.7164731e-05
6,897 Consistent Range Approximation for Fair Predictive Modeling 2023 VLDB 5.6377501e-05
7,194 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.573413e-05
7,239 DICE: Data Discovery by Example 2021 VLDB 5.5621794e-05
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