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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
11817
Venue
VLDB
Year
2018
Pagerank
8.0583142e-05
Overall Rank
2,847 | 80.47%
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
1,756 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.8172465e-05
2,651 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 8.2918086e-05
4,067 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.9293511e-05
4,079 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.9188052e-05
4,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.9096857e-05
4,292 Putting Pandas in a Box 2021 CIDR 6.7784325e-05
6,314 YeSQL: "You extend SQL" with Rich and Highly Performant User-Defined Functions in Relational Databases 2022 VLDB 5.9157364e-05
6,514 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 5.8559163e-05
6,628 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8197537e-05
7,687 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.5671645e-05
8,096 Efficient Execution of User-Defined Functions in SQL Queries 2023 VLDB 5.4875738e-05
10,002 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.1814573e-05
11,209 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 5.093636e-05
11,879 Making an RDBMS Data Scientist Friendly: Advanced In-database Interactive Analytics with Visualization Support 2019 VLDB 5.093636e-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
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
518 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017167492
724 The Multidimensional Database System RasDaMan 1998 SIGMOD 0.00014620119
1,039 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012474977
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
2,464 Compiling Mappings to Bridge Applications and Databases 2007 SIGMOD 8.5480977e-05
2,971 Design and Implementation of an Extensible Database Management System Supporting User Defined Data Types and Functions 1988 VLDB 7.9120946e-05
3,678 Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? 2015 SIGMOD 7.207554e-05
4,036 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.9436548e-05
4,224 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.8214304e-05
4,442 SciQL: Array Data Processing Inside an RDBMS 2013 SIGMOD 6.700604e-05
5,855 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 6.064726e-05
7,636 Query Processing Techniques for Arrays 1999 SIGMOD 5.5769872e-05
7,733 Mind the Gap: Bridging Multi-Domain Query Workloads with EmptyHeaded 2017 VLDB 5.5564458e-05
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