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In-Database Learning with Sparse Tensors

Summary: Unified relational/tensor framework for in-database training and evaluation of ridge, polynomial, factorization-machine, and PCA models. Exploits schema/query structure and tensor algorithms to eliminate export loops, delivering deployed retail-planning speedups. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
1739
Venue
PODS
Year
2018
Pagerank
7.9531195e-05
Overall Rank
2,927 | 79.92%
DOI
10.1145/3196959.3196960

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{khamis_pods18,
        address = {New York, NY, USA},
        series = {{PODS} '18},
        title = {{In-Database Learning with Sparse Tensors}},
        url = {https://dl.acm.org/doi/10.1145/3196959.3196960},
        doi = {10.1145/3196959.3196960},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Khamis, Mahmoud Abo and Ngo, Hung Q. and Nguyen, XuanLong and Olteanu, Dan and Schleich, Maximilian},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
321 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021283186
2,266 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 8.8391372e-05
2,769 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1465406e-05
2,786 DB4ML – An In-Memory Database Kernel with Machine Learning Support 2020 SIGMOD 8.1207221e-05
3,206 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6367549e-05
4,067 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.9293511e-05
4,128 The Relational Data Borg is Learning 2020 VLDB 6.8850804e-05
4,976 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 6.4168322e-05
5,195 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.3232105e-05
5,593 Beyond Equi-joins: Ranking, Enumeration and Factorization 2021 VLDB 6.1552328e-05
5,601 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 6.1540123e-05
6,339 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.907165e-05
6,628 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8197537e-05
7,904 Tight Bounds of Circuits for Sum-Product Queries 2024 PODS 5.5181056e-05
8,638 Towards A Polyglot Framework for Factorized ML 2021 VLDB 5.395289e-05
9,840 Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees 2021 VLDB 5.2103367e-05
10,153 Faster Relational Algorithms Using Geometric Data Structures 2026 PODS 5.093636e-05
10,176 Clustering with Set Outliers and Applications in Relational Clustering 2026 PODS 5.093636e-05
10,667 In-Database Time Series Clustering 2025 SIGMOD 5.093636e-05
11,144 Improved Approximation Algorithms for Relational Clustering 2024 PODS 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
358 FAQ: Questions Asked Frequently 2016 PODS 0.00020243592
411 Worst-case Optimal Join Algorithms 2012 PODS 0.00018902089
490 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.000175757
518 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017167492
536 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.0001693369
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
860 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00013560445
1,079 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012258469
1,147 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00011974846
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
1,857 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.6047945e-05
2,330 Hypertree Decompositions and Tractable Queries 1999 PODS 8.7447066e-05
3,284 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 7.5663058e-05
4,049 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 6.9369379e-05
5,804 A Relational Framework for Classifier Engineering 2017 PODS 6.0829486e-05
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