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

Summary: Fainder introduces a distribution-aware index for percentile predicates over heterogeneous histogram summaries, enabling dataset discovery based on distributional properties rather than keywords. It uses binary search plus multi-step pruning on summary bounds to prune candidates and yields order-of-magnitude speedups. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13541
Venue
VLDB
Year
2024
Pagerank
4.2470891e-05
Overall Rank
9,928 | 31.01%
DOI
10.14778/3681954.3681999

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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
326 Optimal Histograms with Quality Guarantees 1998 VLDB 0.0002737538
609 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00019223217
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
1,643 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011031534
1,742 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010695388
3,360 Organizing Data Lakes for Navigation 2020 SIGMOD 7.1719486e-05
3,520 GitTables: A Large-Scale Corpus of Relational Tables 2023 SIGMOD 7.0136102e-05
5,022 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 5.7479778e-05
5,386 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 5.5346315e-05
5,805 Discovering Related Data At Scale 2021 VLDB 5.3197639e-05
6,268 MATE: Multi-Attribute Table Extraction 2022 VLDB 5.1288179e-05
6,432 RONIN: Data Lake Exploration 2021 VLDB 5.0571585e-05
6,462 Tailoring Data Source Distributions for Fairness-aware Data Integration 2021 VLDB 5.0479645e-05
6,948 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 4.8865863e-05
7,276 DICE: Data Discovery by Example 2021 VLDB 4.773228e-05
7,853 Consistent Range Approximation for Fair Predictive Modeling 2023 VLDB 4.6308623e-05
7,869 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 4.6275089e-05
8,616 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 4.4795277e-05
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