F: Regression Models over Factorized Views

Summary: F builds regression models over factorized views, avoiding join/materialization redundancy. Outperforms MADlib, R, StatsModels via factorized data; supports train and SQL encoding, enabling model-space exploration with compute decoupled from convergence. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11287
Venue: VLDB
Year: 2016
Pagerank: 6.3635322e-05
Overall Rank: 4,195 | 70.85%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Dan Olteanu
2. Maximilian Schleich

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,283	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012826013
1,666	HELIX: Holistic Optimization for Accelerating Iterative Machine Learning	2019	VLDB	0.00010955907
2,197	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3117431e-05
4,200	Incremental View Maintenance with Triple Lock Factorization Benefits	2018	SIGMOD	6.3618329e-05
4,787	The Relational Data Borg is Learning	2020	VLDB	5.9168117e-05
5,845	Optimal Join Algorithms Meet Top-k	2020	SIGMOD	5.3057391e-05
5,963	Beyond Equi-joins: Ranking, Enumeration and Factorization	2021	VLDB	5.2485815e-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
9,225	Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning	2021	VLDB	4.3656789e-05
10,177	InferF: Declarative Factorization of AI/ML Inferences over Joins	2026	SIGMOD	4.1905499e-05
10,979	StarfishDB: a Query Execution Engine for Relational Probabilistic Programming	2024	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
139	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042320525
832	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016089705
1,255	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00013011216
4,794	Demonstration of Santoku: Optimizing Machine Learning over Normalized Data	2015	VLDB	5.910645e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,177	InferF: Declarative Factorization of AI/ML Inferences over Joins	2026	SIGMOD	4.1905499e-05
758	Materialization Optimizations for Feature Selection Workloads	2014	SIGMOD	0.00017053915
2,197	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3117431e-05
1,255	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00013011216
3,992	FactorJoin: A New Cardinality Estimation Framework for Join Queries	2023	SIGMOD	6.5519369e-05
4,614	F-IVM: Learning over Fast-Evolving Relational Data	2020	SIGMOD	6.042045e-05
3,088	FDB: A Query Engine for Factorised Relational Databases	2012	VLDB	7.5940302e-05
4,200	Incremental View Maintenance with Triple Lock Factorization Benefits	2018	SIGMOD	6.3618329e-05
1,172	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013504249
832	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016089705