Scaling Factorization Machines to Relational Data

Summary: Exploits relational design-matrix patterns to scale factorization machines on relational data. Adapts coordinate descent and Bayesian MCMC for linear regression and FM, showing scalability on Netflix/KDDCup and competitive with task-specific models. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10699
Venue: VLDB
Year: 2013
Pagerank: 0.00015955971
Overall Rank: 850 | 94.09%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Steffen Rendle

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
834	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016135159
1,167	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013547713
1,259	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00012995821
1,279	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012868394
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
2,194	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3138337e-05
3,148	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD	7.4751269e-05
4,039	Differential Privacy in Telco Big Data Platform	2015	VLDB	6.5075964e-05
4,129	Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?	2018	VLDB	6.428887e-05
4,197	Incremental View Maintenance with Triple Lock Factorization Benefits	2018	SIGMOD	6.367895e-05
4,505	SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning	2017	CIDR	6.1327108e-05
5,084	In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle	2022	SIGMOD	5.7091191e-05
7,179	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB	4.8078895e-05
7,719	WindTunnel: Towards Differentiable ML Pipelines Beyond a Single Model	2022	VLDB	4.6686188e-05
8,595	Towards A Polyglot Framework for Factorized ML	2021	VLDB	4.4889397e-05
9,222	Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning	2021	VLDB	4.3698672e-05
9,320	Powering In-Database Dynamic Model Slicing for Structured Data Analytics	2024	VLDB	4.3556432e-05
9,469	DimBoost: Boosting Gradient Boosting Decision Tree to Higher Dimensions	2018	SIGMOD	4.3342363e-05
10,003	Clustering with Set Outliers and Applications in Relational Clustering	2026	PODS	4.1945683e-05
10,924	Improved Approximation Algorithms for Relational Clustering	2024	PODS	4.1945683e-05
11,187	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD	4.1945683e-05
11,282	Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning	2023	VLDB	4.1945683e-05
11,917	Telco Churn Prediction with Big Data	2015	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,776	Structure-Aware Machine Learning over Multi-Relational Databases	2021	SIGMOD	4.2856106e-05
5,794	Discovering Related Data At Scale	2021	VLDB	5.3245122e-05
11,877	Schema Independent and Scalable Relational Learning By Castor	2016	VLDB	4.1945683e-05
2,194	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3138337e-05
4,787	The Relational Data Borg is Learning	2020	VLDB	5.9224501e-05
1,623	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00011102927
1,279	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012868394
9,886	Scalable and Usable Relational Learning With Automatic Language Bias	2021	SIGMOD	4.2621158e-05
834	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016135159
1,167	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013547713