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Hardware-Efficient Data Imputation through DBMS Extensibility

Summary: Introduces Homoiconic Collection Processing (HCP), unifying relational data and executable expressions inside the DBMS for extensible data imputation. Shape-Wise Microbatching (SWM) makes BOSS performance-competitive, yielding 2–5 orders-of-magnitude gains over prior runtimes and imputation systems. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
13747
Venue
VLDB
Year
2024
Pagerank
5.093636e-05
Overall Rank
11,275 | 22.65%
DOI
10.14778/3681954.3682016

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{mohrdaurat_vldb24,
        title = {{Hardware-Efficient Data Imputation through DBMS Extensibility}},
        author = {Mohr-Daurat, Hubert and Theodorakis, Georgios and Pirk, Holger},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {3497--3510},
        doi = {10.14778/3681954.3682016},
        url = {https://doi.org/10.14778/3681954.3682016},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,630 Cephalopod - Virtual Data Model Composition through Partial Query Translation 2025 CIDR 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
34 The Design Of Postgres 1986 SIGMOD 0.00049302774
112 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032801121
115 A Decomposition Storage Model 1985 SIGMOD 0.00032338948
331 Trio: A System for Data, Uncertainty, and Lineage 2006 VLDB 0.00020936658
533 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.0001705859
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
894 Froid: Optimization of Imperative Programs in a Relational Database 2018 VLDB 0.00013367658
963 The Data Civilizer System 2017 CIDR 0.00012935145
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
2,000 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.3336258e-05
2,208 Query Optimization for Dynamic Imputation 2017 VLDB 8.9512455e-05
2,545 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 8.4401333e-05
3,414 Managing Expressions as Data in Relational Database Systems 2003 CIDR 7.4313224e-05
3,733 Closed World Databases Opened Through Null Values 1988 VLDB 7.1653591e-05
4,180 BlackMagic: Automatic Inlining of Scalar UDFs into SQL Queries with Froid 2019 VLDB 6.8487143e-05
4,273 User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases 2022 VLDB 6.7909197e-05
4,488 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.668457e-05
5,684 Snakes on a Plan: Compiling Python Functions into Plain SQL Queries 2022 SIGMOD 6.1224825e-05
5,971 Lenses: An On-Demand Approach to ETL 2015 VLDB 6.0243066e-05
9,285 ZIP: Lazy Imputation during Query Processing 2024 VLDB 5.292293e-05
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