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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
8.0299506e-05
Overall Rank
2,778 | 81.33%
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
1,668 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.9371612e-05
2,207 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 8.8487039e-05
3,384 Putting Pandas in a Box 2021 CIDR 7.3550055e-05
3,930 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.9185978e-05
3,972 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.8881464e-05
4,095 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.8095767e-05
6,116 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8815309e-05
6,212 YeSQL: "You extend SQL" with Rich and Highly Performant User-Defined Functions in Relational Databases 2022 VLDB 5.8480745e-05
6,631 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 5.7270666e-05
7,839 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4432099e-05
7,983 Efficient Execution of User-Defined Functions in SQL Queries 2023 VLDB 5.4131297e-05
10,189 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.0651993e-05
11,549 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.9793485e-05
12,179 Making an RDBMS Data Scientist Friendly: Advanced In-database Interactive Analytics with Visualization Support 2019 VLDB 4.9793485e-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 0.00055406774
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017202276
741 The Multidimensional Database System RasDaMan 1998 SIGMOD 0.00014322786
1,044 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012332595
1,255 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011325762
2,498 Compiling Mappings to Bridge Applications and Databases 2007 SIGMOD 8.3830999e-05
2,992 Design and Implementation of an Extensible Database Management System Supporting User Defined Data Types and Functions 1988 VLDB 7.7729638e-05
3,716 Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? 2015 SIGMOD 7.0726435e-05
4,112 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.7994301e-05
4,308 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.6735191e-05
4,522 SciQL: Array Data Processing Inside an RDBMS 2013 SIGMOD 6.5623475e-05
5,944 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.9387238e-05
7,761 Query Processing Techniques for Arrays 1999 SIGMOD 5.4566184e-05
7,867 Mind the Gap: Bridging Multi-Domain Query Workloads with EmptyHeaded 2017 VLDB 5.4365458e-05
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