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Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse

Summary: Proposes materialization and reuse of previously built ML models to answer new analytic queries over OLAP-aligned data. A cost-based framework selects and composes models (GLMs, K-Means, GMM) to approximate new queries, yielding large speedups on big data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11634
Venue
VLDB
Year
2018
Pagerank
5.1077416e-05
Overall Rank
6,330 | 55.97%
DOI
10.14778/3236187.3236199

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
4,424 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.198474e-05
5,072 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.7185674e-05
6,469 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.0519488e-05
8,653 ApproxML: Efficient Approximate Ad-Hoc ML Models Through Materialization and Reuse 2019 VLDB 4.475291e-05
10,601 Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching 2025 VLDB 4.1945683e-05
11,483 Shahin: Faster Algorithms for Generating Explanations for Multiple Predictions 2021 SIGMOD 4.1945683e-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
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
211 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033981214
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
610 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00019232674
761 Materialization Optimizations for Feature Selection Workloads 2014 SIGMOD 0.00017053783
903 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.0001547016
1,167 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013547713
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
2,152 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.4239787e-05
3,958 MLog: Towards Declarative In-Database Machine Learning 2017 VLDB 6.5897636e-05
5,202 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 5.633298e-05
6,641 Prediction Cubes 2005 VLDB 4.97969e-05
6,986 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 4.8727048e-05
8,102 NetCube: A Scalable Tool for Fast Data Mining and Compression 2001 VLDB 4.5852446e-05
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