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: 10700
Venue: VLDB
Year: 2013
Pagerank: 0.00015909639
Overall Rank: 851 | 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
832	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016089705
1,172	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013504249
1,255	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00013011216
1,283	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012826013
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
2,197	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3117431e-05
3,157	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD	7.4679349e-05
4,038	Differential Privacy in Telco Big Data Platform	2015	VLDB	6.5067029e-05
4,123	Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?	2018	VLDB	6.4290005e-05
4,200	Incremental View Maintenance with Triple Lock Factorization Benefits	2018	SIGMOD	6.3618329e-05
4,508	SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning	2017	CIDR	6.1261819e-05
6,573	In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle	2022	SIGMOD	5.0009513e-05
7,180	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB	4.8032775e-05
7,717	WindTunnel: Towards Differentiable ML Pipelines Beyond a Single Model	2022	VLDB	4.6641687e-05
8,593	Towards A Polyglot Framework for Factorized ML	2021	VLDB	4.4846362e-05
9,225	Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning	2021	VLDB	4.3656789e-05
9,325	Powering In-Database Dynamic Model Slicing for Structured Data Analytics	2024	VLDB	4.351469e-05
9,471	DimBoost: Boosting Gradient Boosting Decision Tree to Higher Dimensions	2018	SIGMOD	4.3300949e-05
10,002	Clustering with Set Outliers and Applications in Relational Clustering	2026	PODS	4.1905499e-05
10,928	Improved Approximation Algorithms for Relational Clustering	2024	PODS	4.1905499e-05
11,189	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD	4.1905499e-05
11,284	Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning	2023	VLDB	4.1905499e-05
11,925	Telco Churn Prediction with Big Data	2015	SIGMOD	4.1905499e-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

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