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: 4934
Venue: SIGMOD
Year: 2015
Pagerank: 0.00013504249
Overall Rank: 1,172 | 91.86%
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
11,284	Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning	2023	VLDB	4.1905499e-05
11,681	doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases	2019	VLDB	4.1905499e-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	0.0040465394
51	Including Group-By in Query Optimization	1994	VLDB	0.00067060283
139	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042320525
249	Eager Aggregation and Lazy Aggregation	1995	VLDB	0.00030773137
543	MLbase: A Distributed Machine-learning System	2013	CIDR	0.0002050918
638	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00018810785
758	Materialization Optimizations for Feature Selection Workloads	2014	SIGMOD	0.00017053915
851	Scaling Factorization Machines to Relational Data	2013	VLDB	0.00015909639
1,165	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.00013567206
1,255	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00013011216
1,494	Ricardo: Integrating R and Hadoop	2010	SIGMOD	0.00011677793
2,260	LINVIEW: Incremental View Maintenance for Complex Analytical Queries	2014	SIGMOD	9.1771829e-05
2,919	Brainwash: A Data System for Feature Engineering	2013	CIDR	7.9017482e-05
5,884	Incrementally Maintaining Classification using an RDBMS	2011	VLDB	5.2864334e-05
7,270	Feature Selection in Enterprise Analytics: A Demonstration using an R-based Data Analytics System	2013	VLDB	4.776491e-05

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