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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
- 11630
- Venue
- VLDB
- Year
- 2018
- Pagerank
- 7.8514162e-05
- Overall Rank
- 2,939 | 79.58%
- DOI
-
10.14778/3236187.3236194
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 14 of 14 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 2,122 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.4905306e-05 |
| 2,955 |
Magpie: Python at Speed and Scale using Cloud Backends |
2021 |
CIDR |
7.8188583e-05 |
| 3,772 |
Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System |
2022 |
VLDB |
6.7736479e-05 |
| 4,601 |
Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches |
2021 |
VLDB |
6.05274e-05 |
| 4,813 |
Putting Pandas in a Box |
2021 |
CIDR |
5.8993009e-05 |
| 5,089 |
TCUDB: Accelerating Database with Tensor Processors |
2022 |
SIGMOD |
5.7017353e-05 |
| 6,539 |
ConnectorX: Accelerating Data Loading From Databases to Dataframes |
2022 |
VLDB |
5.0168759e-05 |
| 6,645 |
A Relational Matrix Algebra and its Implementation in a Column Store |
2020 |
SIGMOD |
4.9735157e-05 |
| 6,703 |
YeSQL: “You extend SQL” with Rich and Highly Performant User-Defined Functions in Relational Databases |
2022 |
VLDB |
4.9514593e-05 |
| 7,702 |
ExDRa: Exploratory Data Science on Federated Raw Data |
2021 |
SIGMOD |
4.6689015e-05 |
| 8,580 |
Efficient Execution of User-Defined Functions in SQL Queries |
2023 |
VLDB |
4.4876382e-05 |
| 9,850 |
COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics |
2021 |
VLDB |
4.2680295e-05 |
| 11,001 |
Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems |
2024 |
VLDB |
4.1905499e-05 |
| 11,689 |
Making an RDBMS Data Scientist Friendly: Advanced In-database Interactive Analytics with Visualization Support |
2019 |
VLDB |
4.1905499e-05 |
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 |
| 66 |
Spark SQL: Relational Data Processing in Spark |
2015 |
SIGMOD |
0.00061707583 |
| 638 |
Towards a Unified Architecture for in-RDBMS Analytics |
2012 |
SIGMOD |
0.00018810785 |
| 856 |
The Multidimensional Database System RasDaMan |
1998 |
SIGMOD |
0.00015845377 |
| 1,074 |
RIOT: I/O-Efficient Numerical Computing without SQL |
2009 |
CIDR |
0.00014238255 |
| 1,534 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011462072 |
| 2,252 |
Compiling Mappings to Bridge Applications and Databases |
2007 |
SIGMOD |
9.1887678e-05 |
| 2,727 |
Design and Implementation of an Extensible Database Management System Supporting User Defined Data Types and Functions |
1988 |
VLDB |
8.2234566e-05 |
| 3,348 |
Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads |
2017 |
VLDB |
7.1897861e-05 |
| 3,884 |
Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? |
2015 |
SIGMOD |
6.6622645e-05 |
| 4,416 |
Don't Hold My Data Hostage - A Case For Client Protocol Redesign |
2017 |
VLDB |
6.1963721e-05 |
| 4,822 |
SciQL: Array Data Processing Inside an RDBMS |
2013 |
SIGMOD |
5.891732e-05 |
| 5,969 |
Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine |
2011 |
VLDB |
5.2469372e-05 |
| 7,579 |
Query Processing Techniques for Arrays |
1999 |
SIGMOD |
4.7026123e-05 |
| 7,721 |
Mind the Gap: Bridging Multi-Domain Query Workloads with EmptyHeaded |
2017 |
VLDB |
4.6631706e-05 |
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