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AIDA - Abstraction for Advanced In-Database Analytics

Summary: AIDA abstracts advanced in-database analytics by emulating data-science syntax and executing inside the RDBMS. Client via Python with NumPy unifies relational and linear-algebra workflows, enabling transparent copy-free reformatting with no DBMS changes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hddef502cefef9e33
Venue
VLDB
Year
2018
Pagerank
8.0027405e-05
Overall Rank
2,783 | 81.35%
DOI
10.14778/3236187.3236194

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dsilva_vldb18,
        title = {{AIDA - Abstraction for Advanced In-Database Analytics}},
        author = {D’silva, Joseph Vinish and De Moor, Florestan and Kemme, Bettina},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {11},
        pages = {1400--1413},
        doi = {10.14778/3236187.3236194},
        url = {https://doi.org/10.14778/3236187.3236194},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
1,616 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 0.00010048776
2,219 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 8.8186113e-05
3,397 Putting Pandas in a Box 2021 CIDR 7.3273688e-05
3,945 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.8925046e-05
3,982 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.8663329e-05
4,117 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.784003e-05
6,132 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8593078e-05
6,218 YeSQL: "You extend SQL" with Rich and Highly Performant User-Defined Functions in Relational Databases 2022 VLDB 5.8292066e-05
6,613 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 5.7168098e-05
7,860 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.422643e-05
8,002 Efficient Execution of User-Defined Functions in SQL Queries 2023 VLDB 5.3927693e-05
10,225 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.0460607e-05
11,604 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.9605343e-05
12,228 Making an RDBMS Data Scientist Friendly: Advanced In-database Interactive Analytics with Visualization Support 2019 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 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 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055523999
506 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017158546
743 The Multidimensional Database System RasDaMan 1998 SIGMOD 0.00014282576
1,050 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012291671
1,226 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011432354
2,508 Compiling Mappings to Bridge Applications and Databases 2007 SIGMOD 8.3515858e-05
3,003 Design and Implementation of an Extensible Database Management System Supporting User Defined Data Types and Functions 1988 VLDB 7.747067e-05
3,724 Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? 2015 SIGMOD 7.0482307e-05
4,132 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.7741062e-05
4,325 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.648427e-05
4,541 SciQL: Array Data Processing Inside an RDBMS 2013 SIGMOD 6.5389223e-05
5,958 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.9165265e-05
7,784 Query Processing Techniques for Arrays 1999 SIGMOD 5.4360987e-05
7,888 Mind the Gap: Bridging Multi-Domain Query Workloads with EmptyHeaded 2017 VLDB 5.4161029e-05
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