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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
h732b877198d5c264
Venue
VLDB
Year
2024
Pagerank
4.9605343e-05
Overall Rank
11,655 | 21.88%
DOI
10.14778/3681954.3682016
PDF
Download (CC BY-NC-ND 4.0)

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
11,146 Cephalopod - Virtual Data Model Composition through Partial Query Translation 2025 CIDR 4.9605343e-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
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056737487
34 The Design Of Postgres 1986 SIGMOD 0.00049063803
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
114 A Decomposition Storage Model 1985 SIGMOD 0.00031854546
340 Trio: A System for Data, Uncertainty, and Lineage 2006 VLDB 0.00020548826
527 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016859013
606 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015609823
896 Froid: Optimization of Imperative Programs in a Relational Database 2018 VLDB 0.00013164545
972 The Data Civilizer System 2017 CIDR 0.00012742827
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,475 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010525713
1,835 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.5293678e-05
2,252 Query Optimization for Dynamic Imputation 2017 VLDB 8.7454369e-05
2,598 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 8.2195844e-05
3,496 Managing Expressions as Data in Relational Database Systems 2003 CIDR 7.2373929e-05
3,654 User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases 2022 VLDB 7.1147757e-05
3,820 Closed World Databases Opened Through Null Values 1988 VLDB 6.9820853e-05
4,271 BlackMagic: Automatic Inlining of Scalar UDFs into SQL Queries with Froid 2019 VLDB 6.6760614e-05
4,369 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6220109e-05
5,792 Snakes on a Plan: Compiling Python Functions into Plain SQL Queries 2022 SIGMOD 5.9761316e-05
6,103 Lenses: An On-Demand Approach to ETL 2015 VLDB 5.8688925e-05
9,496 ZIP: Lazy Imputation during Query Processing 2024 VLDB 5.1540002e-05
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