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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
h03f4aa2c1667ba81
Venue
SIGMOD
Year
2014
Pagerank
0.0001510357
Overall Rank
654 | 95.61%
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 0.0001865959
730 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014406936
777 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014054709
1,255 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011325762
1,362 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.0001091784
1,568 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.0001021302
1,614 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010071891
1,668 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.9371612e-05
2,087 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.068879e-05
2,096 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.0550231e-05
2,326 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 8.6309237e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8742664e-05
3,167 HELIX: Accelerating Human-in-the-loop Machine Learning 2018 VLDB 7.5728577e-05
3,514 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.2429609e-05
3,630 VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale 2020 SIGMOD 7.1496182e-05
4,116 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 6.7961306e-05
4,302 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.6778695e-05
4,334 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6569314e-05
4,558 Scalable Kernel Density Classification via Threshold-Based Pruning 2017 SIGMOD 6.5350309e-05
4,901 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.3647386e-05
5,304 Probabilistic Demand Forecasting at Scale 2017 VLDB 6.1873575e-05
5,682 Demonstration of Santoku: Optimizing Machine Learning over Normalized Data 2015 VLDB 6.0397904e-05
5,773 Optimizing Data Pipelines for Machine Learning in Feature Stores 2023 VLDB 5.9987664e-05
5,792 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.99349e-05
5,877 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.9627218e-05
5,921 A Relational Framework for Classifier Engineering 2017 PODS 5.9470387e-05
6,086 Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 5.8912658e-05
6,143 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 5.8721471e-05
6,217 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.8474357e-05
6,652 Hindsight Logging for Model Training 2021 VLDB 5.7202005e-05
6,662 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 5.7171651e-05
6,771 Causal Feature Selection for Algorithmic Fairness 2022 SIGMOD 5.6864972e-05
6,796 Intermittent Query Processing 2019 VLDB 5.6803529e-05
7,142 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 5.600563e-05
7,809 Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets 2022 SIGMOD 5.4490255e-05
7,839 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4432099e-05
9,144 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 5.2201471e-05
9,251 Leveraging Similarity Joins for Signal Reconstruction 2018 VLDB 5.2056825e-05
9,557 Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration 2021 VLDB 5.1572248e-05
9,822 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 5.1254832e-05
10,146 QStore: Quantization-Aware Compressed Model Storage 2026 VLDB 5.0715586e-05
10,279 ElasticNotebook: Enabling Live Migration for Computational Notebooks 2024 VLDB 5.0455234e-05
11,981 Enforcing Constraints for Machine Learning Systems via Declarative Feature Selection: An Experimental Study 2021 SIGMOD 4.9793485e-05
12,091 TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications 2020 SIGMOD 4.9793485e-05
12,134 Regularizing Conjunctive Features for Classification 2019 PODS 4.9793485e-05
12,297 A Declarative Query Processing System for Nowcasting 2017 VLDB 4.9793485e-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
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033638251
154 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028579704
248 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00023189805
537 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00016768109
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