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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 50 of 52 citing papers.

Rank Citing Paper Year Venue Pagerank
832 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016089705
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
1,283 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012826013
1,372 Random Sampling over Joins Revisited 2018 SIGMOD 0.0001233325
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,666 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010955907
1,946 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 9.9983926e-05
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,158 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4117885e-05
2,197 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.3117431e-05
2,355 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.9727612e-05
2,892 VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale 2020 SIGMOD 7.9570135e-05
3,009 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 7.7230513e-05
3,280 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 7.2813732e-05
3,409 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.1240791e-05
3,953 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 6.5896733e-05
3,961 MLog: Towards Declarative In-Database Machine Learning 2017 VLDB 6.5824022e-05
4,040 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 6.5052227e-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
4,394 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.2173726e-05
4,397 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2142485e-05
4,508 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.1261819e-05
4,724 GeCo: Quality Counterfactual Explanations in Real Time 2021 VLDB 5.9640238e-05
4,787 The Relational Data Borg is Learning 2020 VLDB 5.9168117e-05
4,794 Demonstration of Santoku: Optimizing Machine Learning over Normalized Data 2015 VLDB 5.910645e-05
5,817 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3154329e-05
5,845 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 5.3057391e-05
5,952 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 5.2547498e-05
5,963 Beyond Equi-joins: Ranking, Enumeration and Factorization 2021 VLDB 5.2485815e-05
6,157 Optimizing Tensor Programs on Flexible Storage 2023 SIGMOD 5.1755682e-05
6,329 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 5.1030159e-05
6,400 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.0739311e-05
6,535 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.0184189e-05
6,573 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.0009513e-05
6,984 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 4.8680519e-05
7,180 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 4.8032775e-05
7,663 Schema Independent Relational Learning 2017 SIGMOD 4.6812239e-05
8,274 Galley: Modern Query Optimization for Sparse Tensor Programs 2025 SIGMOD 4.5392079e-05
8,593 Towards A Polyglot Framework for Factorized ML 2021 VLDB 4.4846362e-05
8,782 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 4.4478585e-05
8,864 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 4.4283952e-05
9,225 Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning 2021 VLDB 4.3656789e-05
9,442 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 4.3384032e-05
9,855 In-Database Data Imputation 2024 SIGMOD 4.2652623e-05
10,002 Clustering with Set Outliers and Applications in Relational Clustering 2026 PODS 4.1905499e-05
10,177 InferF: Declarative Factorization of AI/ML Inferences over Joins 2026 SIGMOD 4.1905499e-05
10,303 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 4.1905499e-05
10,508 Privacy and Accuracy-Aware AI/ML Model Deduplication 2025 SIGMOD 4.1905499e-05
10,928 Improved Approximation Algorithms for Relational Clustering 2024 PODS 4.1905499e-05
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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
Previous Page 1 / 1 Next

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