Data Management for Data Science: Towards Embedded Analytics
Summary: Proposes “embedded analytical systems”: lightweight RDBMS engines embedded in data‑science tools to replace ad‑hoc storage+script stacks and provide fast in‑process analytics. Identifies workload, resilience, and cooperation challenges and outlines DuckDB design responses. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mark Raasveldt (Centrum Wiskunde & Informatica)
- 2. Hannes Mühleisen (Centrum Wiskunde & Informatica)
BibTeX Citation
@inproceedings{raasveldt_cidr20,
address = {Amsterdam, Netherlands},
series = {{CIDR} '20},
title = {{Data Management for Data Science: Towards Embedded Analytics}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Raasveldt, Mark and Mühleisen, Hannes},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 22 of 22 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 14 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.0006312782 |
| 23 | Efficiently Compiling Efficient Query Plans for Modern Hardware | 2011 | VLDB | 0.00054886415 |
| 233 | Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems | 2015 | SIGMOD | 0.00023815642 |
| 234 | Self-Driving Database Management Systems | 2017 | CIDR | 0.00023810722 |
| 649 | Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask | 2018 | VLDB | 0.00015320656 |
| 2,971 | Design and Implementation of an Extensible Database Management System Supporting User Defined Data Types and Functions | 1988 | VLDB | 7.9120946e-05 |
| 4,036 | Don’t Hold My Data Hostage – A Case For Client Protocol Redesign | 2017 | VLDB | 6.9436548e-05 |
| 6,967 | MonetDBLite: An Embedded Analytical Database | 2018 | SIGMOD | 5.7303405e-05 |
| 7,458 | AHEAD: Adaptable Data Hardening for On-the-Fly Hardware Error Detection during Database Query Processing | 2018 | SIGMOD | 5.6121707e-05 |
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| 1 | 3,582 | The Composable Data Management System Manifesto | 2023 | VLDB |
| 2 | 13,685 | Managing Scientific Data: Lessons, Challenges, and Opportunities | 2011 | SIGMOD |
| 3 | 8,676 | Machine Learning for Data Management: Problems and Solutions | 2018 | SIGMOD |
| 4 | 10,121 | End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure | 2026 | CIDR |
| 5 | 1,149 | A Case for A Collaborative Query Management System | 2009 | CIDR |
| 6 | 6,481 | MotherDuck: DuckDB in the cloud and in the client | 2024 | CIDR |
| 7 | 1,927 | Here are my Data Files. Here are my Queries. Where are my Results? | 2011 | CIDR |
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| 9 | 1,250 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD |
| 10 | 103 | DuckDB: an Embeddable Analytical Database | 2019 | SIGMOD |