Database Paper Browser

Back to papers

Vertica-ML: Distributed Machine Learning in Vertica Database

Summary: Vertica-ML is a distributed ML subsystem embedded in the Vertica database, exposing a SQL-based data science workflow and model management. Models are first-class objects (like tables/views) for versioning and governance; the paper details architecture and performance experiments. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5898
Venue
SIGMOD
Year
2020
Pagerank
8.3614044e-05
Overall Rank
2,660 | 81.52%
DOI
10.1145/3318464.3386137

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
2,795 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 8.1135606e-05
4,601 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.05274e-05
5,332 Heterogeneity-Aware Distributed Machine Learning Training via Partial Reduce 2021 SIGMOD 5.5640779e-05
5,730 BAGUA: Scaling up Distributed Learning with System Relaxations 2022 VLDB 5.3476346e-05
6,377 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.0860948e-05
6,379 SmartLite: A DBMS-based Serving System for DNN Inference in Resource-constrained Environments 2024 VLDB 5.0844374e-05
6,573 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.0009513e-05
9,478 Adda: Towards Efficient in-Database Feature Generation via LLM-based Agents 2025 SIGMOD 4.3300131e-05
10,095 NeurStore: Efficient In-database Deep Learning Model Management System 2026 SIGMOD 4.1905499e-05
10,122 TranSQL+: Serving Large Language Models with SQL on Low-Resource Hardware 2026 SIGMOD 4.1905499e-05
10,979 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 4.1905499e-05
11,001 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1905499e-05
11,221 F3 KM: Federated, Fair, and Fast k-means 2023 SIGMOD 4.1905499e-05
11,289 AQUA: Automatic Collaborative Query Processing in Analytical Database 2023 VLDB 4.1905499e-05
Previous Page 1 / 1 Next

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
20 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086163998
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
310 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.0002815547
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
2,146 Scalable K-Means++ 2012 VLDB 9.4341455e-05
2,636 PLANET: Massively Parallel Learning of Tree Ensembles with MapReduce 2009 VLDB 8.401513e-05
3,866 Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML 2020 CIDR 6.6795497e-05
3,884 Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? 2015 SIGMOD 6.6622645e-05
7,035 Building the Enterprise Fabric for Big Data with Vertica and Spark Integration 2016 SIGMOD 4.8503423e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,774 A Unified Transferable Model for ML-Enhanced DBMS 2022 CIDR 4.9253635e-05
3,122 DB4ML – An In-Memory Database Kernel with Machine Learning Support 2020 SIGMOD 7.5284233e-05
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.0002050918
12,069 Designing Query Optimizers for Big Data Problems of The Future 2013 VLDB 4.1905499e-05
4,601 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.05274e-05
4,006 Data Platform for Machine Learning 2019 SIGMOD 6.5371762e-05
6,809 In-database Distributed Machine Learning: Demonstration using Teradata SQL Engine 2019 VLDB 4.9153998e-05
4,913 Machine Learning for Big Data 2013 SIGMOD 5.8320287e-05
7,035 Building the Enterprise Fabric for Big Data with Vertica and Spark Integration 2016 SIGMOD 4.8503423e-05
5,400 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 5.5262667e-05