Desbordante: from benchmarking suite to high-performance science-intensive data profiler

Pioneering data profiling systems — such as Metanome and OpenClean — brought public attention to science-intensive data profiling. This type of profiling aims to extract complex patterns, such as data dependencies, data constraints, association rules, and others. However, these tools are research prototypes rather than production-ready systems.

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Published
2024-12-18
DOI
https://doi.org/10.1145/3703323.3703725
Primary Topic
Data Quality and Management
Type
article
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article

Desbordante: from benchmarking suite to high-performance science-intensive data profiler

Ilya Shchuckin, Maxim Strutovsky, Alexey Shlyonskikh, Nikita Bobrov et al.
Data Quality and Management
article

Desbordante: from benchmarking suite to high-performance science-intensive data profiler

Ilya Shchuckin, Maxim Strutovsky, Alexey Shlyonskikh, Nikita Bobrov, Mikhail Vyrodov, Arthur Saliou, Anton Chizhov, Kirill Stupakov, Michael Polyntsov, Dmitriy Shcheka, Liana-Iuliia Soloveva, Vladislav Shalnev, Ilia Barutkin, Eduard Gaisin, Kirill Smirnov, Anna Rakhmukova, Stepan Manannikov, George Chernishev, Yaroslav Kurbatov, Mikhail Firsov, Sergey Belokonny, Yakov Kuzin, Dmitriy Popov, Daniil Goncharov, A. M. Demchenko, Kirill Muraviev, Michael Sinelnikov, Alexander Smirnov, Vadim Yakshigulov, Anton Chernikov, Grigorii Abrosimov
article en

Abstract

Pioneering data profiling systems — such as Metanome and OpenClean — brought public attention to science-intensive data profiling. This type of profiling aims to extract complex patterns, such as data dependencies, data constraints, association rules, and others. However, these tools are research prototypes rather than production-ready systems.

National Research University Higher School of Economics (RU), St Petersburg University (RU), Independent University of Moscow (RU)
Openalex Percentile: Top 64%
Data Quality and Management
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Desbordante: from benchmarking suite to high-performance science-intensive data profiler — Ilya Shchuckin, Maxim Strutovsky, et al. · (2024) | TGRS Research Map | TGRS