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Materialization Optimizations for Feature Selection Workloads

Summary: Feature-selection language and an R-integrated prototype for interactive analytics. Examines materialization optimizations beyond SQL—QR-based decompositions and warmstarts—with a simple cost-based optimizer that yields near-optimal plans and speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4870
Venue
SIGMOD
Year
2014
Pagerank
0.00015409494
Overall Rank
640 | 95.62%
DOI
10.1145/2588555.2593678

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod14,
        title = {{Materialization Optimizations for Feature Selection Workloads}},
        author = {Zhang, Ce and Kumar, Arun and Ré, Christopher},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2593678},
        url = {https://dl.acm.org/doi/10.1145/2588555.2593678},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 46 of 46 citing papers.

Rank Citing Paper Year Venue Pagerank
415 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.0001888524
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
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
1,488 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.00010612416
1,569 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010335423
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
1,756 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.8172465e-05
2,050 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.2546631e-05
2,059 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.2471145e-05
2,273 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 8.8230899e-05
2,888 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.9941489e-05
3,146 HELIX: Accelerating Human-in-the-loop Machine Learning 2018 VLDB 7.7091591e-05
3,445 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.4089141e-05
3,573 VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale 2020 SIGMOD 7.2977194e-05
4,049 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 6.9369379e-05
4,214 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.8276099e-05
4,240 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.809685e-05
4,465 Scalable Kernel Density Classification via Threshold-Based Pruning 2017 SIGMOD 6.6850249e-05
4,799 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.5024714e-05
5,182 Probabilistic Demand Forecasting at Scale 2017 VLDB 6.3287692e-05
5,557 Demonstration of Santoku: Optimizing Machine Learning over Normalized Data 2015 VLDB 6.17499e-05
5,699 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 6.1170243e-05
5,704 Optimizing Data Pipelines for Machine Learning in Feature Stores 2023 VLDB 6.1146371e-05
5,785 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 6.0892672e-05
5,804 A Relational Framework for Classifier Engineering 2017 PODS 6.0829486e-05
6,038 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 5.9990929e-05
6,100 Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 5.9776732e-05
6,309 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.9189554e-05
6,525 Hindsight Logging for Model Training 2021 VLDB 5.8514923e-05
6,538 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 5.8477764e-05
6,637 Causal Feature Selection for Algorithmic Fairness 2022 SIGMOD 5.8170154e-05
7,000 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 5.7287645e-05
7,200 Intermittent Query Processing 2019 VLDB 5.6756294e-05
7,656 Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets 2022 SIGMOD 5.5740571e-05
7,687 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.5671645e-05
8,979 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 5.3399615e-05
9,076 Leveraging Similarity Joins for Signal Reconstruction 2018 VLDB 5.3251649e-05
9,372 Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration 2021 VLDB 5.275595e-05
9,675 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 5.2380072e-05
10,075 ElasticNotebook: Enabling Live Migration for Computational Notebooks 2024 VLDB 5.1613298e-05
10,584 QStore: Quantization-Aware Compressed Model Storage 2026 VLDB 5.093636e-05
11,674 Enforcing Constraints for Machine Learning Systems via Declarative Feature Selection: An Experimental Study 2021 SIGMOD 5.093636e-05
11,789 TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications 2020 SIGMOD 5.093636e-05
11,833 Regularizing Conjunctive Features for Classification 2019 PODS 5.093636e-05
12,000 A Declarative Query Processing System for Nowcasting 2017 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 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
155 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028713176
239 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00023674329
532 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00017072641
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