Learning Generalized Linear Models Over Normalized Data

Summary: Factorized learning for gradient-descent GLMs over normalized data; pushes computations through joins to avoid I/O redundancy. Empirical results show factorized learning faster than join-then-learn, with a cost-based strategy; extends to multi-table joins and Hive. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4933
Venue: SIGMOD
Year: 2015
Pagerank: 0.00013547713
Overall Rank: 1,167 | 91.89%
DOI: 10.1145/2723372.2723713

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 52 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
11,282	Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning	2023	VLDB	4.1945683e-05
11,676	doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases	2019	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
1	Access Path Selection in a Relational Database Management System	1979	SIGMOD	0.0040449103
51	Including Group-By in Query Optimization	1994	VLDB	0.00067123727
140	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042270404
248	Eager Aggregation and Lazy Aggregation	1995	VLDB	0.00030785339
543	MLbase: A Distributed Machine-learning System	2013	CIDR	0.00020526854
658	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00018506577
761	Materialization Optimizations for Feature Selection Workloads	2014	SIGMOD	0.00017053783
850	Scaling Factorization Machines to Relational Data	2013	VLDB	0.00015955971
1,158	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.0001361064
1,259	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00012995821
1,495	Ricardo: Integrating R and Hadoop	2010	SIGMOD	0.00011691049
2,255	LINVIEW: Incremental View Maintenance for Complex Analytical Queries	2014	SIGMOD	9.1884983e-05
2,915	Brainwash: A Data System for Feature Engineering	2013	CIDR	7.9078385e-05
5,874	Incrementally Maintaining Classification using an RDBMS	2011	VLDB	5.2930628e-05
7,273	Feature Selection in Enterprise Analytics: A Demonstration using an R-based Data Analytics System	2013	VLDB	4.7810804e-05

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