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Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra

Summary: Introduces nonlinear pairwise feature interactions in factorized linear algebra for cross-table ML. Presents rewrite framework to exploit join+interaction redundancy; MorpheusFI prototype shows up to 5x speedups over materialized and 10x over SGD. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5752
Venue
SIGMOD
Year
2019
Pagerank
9.0146333e-05
Overall Rank
2,179 | 85.06%
DOI
10.1145/3299869.3319878

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod19,
        title = {{Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra}},
        author = {Li, Side and Chen, Lingjiao and Kumar, Arun},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3319878},
        url = {https://dl.acm.org/doi/10.1145/3299869.3319878},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
1,138 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012023643
3,376 Robust and Transferable Log-based Anomaly Detection 2023 SIGMOD 7.4605908e-05
4,390 ARM-Net: Adaptive Relation Modeling Network for Structured Data 2021 SIGMOD 6.7290926e-05
4,976 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 6.4168322e-05
7,112 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.6990782e-05
8,638 Towards A Polyglot Framework for Factorized ML 2021 VLDB 5.395289e-05
8,979 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 5.3399615e-05
9,371 Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning 2021 VLDB 5.275595e-05
9,470 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 5.2634238e-05
10,410 TranSQL+: Serving Large Language Models with SQL on Low-Resource Hardware 2026 SIGMOD 5.093636e-05
10,466 InferF: Declarative Factorization of AI/ML Inferences over Joins 2026 SIGMOD 5.093636e-05
11,391 Regularized Pairwise Relationship based Analytics for Structured Data 2023 SIGMOD 5.093636e-05
11,465 MINT: Detecting Fraudulent Behaviors from Time-series Relational Data 2023 VLDB 5.093636e-05
11,481 Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning 2023 VLDB 5.093636e-05
11,561 Givens QR Decomposition over Relational Databases 2022 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
415 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.0001888524
536 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.0001693369
669 The TileDB Array Data Storage Manager 2017 VLDB 0.00015163245
715 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014655327
764 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014226652
835 Scaling Factorization Machines to Relational Data 2013 VLDB 0.00013721583
993 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012789598
1,039 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012474977
1,235 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00011548457
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
3,284 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 7.5663058e-05
3,334 F: Regression Models over Factorized Views 2016 VLDB 7.5110164e-05
5,557 Demonstration of Santoku: Optimizing Machine Learning over Normalized Data 2015 VLDB 6.17499e-05
6,865 SparkR: Scaling R Programs with Spark 2016 SIGMOD 5.7508365e-05
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