DBScholar

Back to papers

The MADlib Analytics Library or MAD Skills, the SQL

Summary: MADlib is an open-source, extensible library of parallel SQL-native machine-learning, data-mining, and statistical methods, bringing CRAN-like community analytics into database engines. It emphasizes in-database execution at scale, avoiding data movement and supporting research contributions across platforms. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
10596
Venue
VLDB
Year
2012
Pagerank
0.00033539462
Overall Rank
106 | 99.28%
DOI
10.14778/2367502.2367519

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{hellerstein_vldb12,
        title = {{The MADlib Analytics Library or MAD Skills, the SQL}},
        author = {Hellerstein, Joseph M. and Ré, Christoper and Schoppmann, Florian and Wang, Daisy Zhe and Fratkin, Eugene and Gorajek, Aleksander and Ng, Kee Siong and Welton, Caleb and Feng, Xixuan and Li, Kun and Kumar, Arun},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {12},
        pages = {1700--1711},
        doi = {10.14778/2367502.2367519},
        url = {https://doi.org/10.14778/2367502.2367519},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 106 citing papers.

Rank Citing Paper Year Venue Pagerank
4,190 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 6.8431849e-05
4,207 Combining Databases and Signal Processing in Plato 2015 CIDR 6.8325104e-05
4,253 Efficient and Portable Einstein Summation in SQL 2023 SIGMOD 6.8029311e-05
4,273 User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases 2022 VLDB 6.7909197e-05
4,789 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 6.5072039e-05
4,798 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 6.5024772e-05
4,799 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.5024714e-05
5,584 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.1604087e-05
5,706 SmartLite: A DBMS-based Serving System for DNN Inference in Resource-constrained Environments 2024 VLDB 6.1144255e-05
5,720 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 6.1092082e-05
5,785 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 6.0892672e-05
5,953 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 6.0309873e-05
6,030 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 6.0009079e-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
6,143 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.9622615e-05
6,339 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.907165e-05
6,427 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.8808145e-05
6,485 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.8657457e-05
6,514 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 5.8559163e-05
6,585 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.8350362e-05
6,614 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.8216658e-05
6,775 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 5.7776218e-05
6,881 GeoDeepDive: Statistical Inference using Familiar Data-Processing Languages 2013 SIGMOD 5.7469874e-05
7,000 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 5.7287645e-05
7,112 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.6990782e-05
7,568 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 5.5953379e-05
7,985 Schema Independent Relational Learning 2017 SIGMOD 5.5125969e-05
8,145 You Say ‘What’, I Hear ‘Where’ and ‘Why’ — (Mis-)Interpreting SQL to Derive Fine-Grained Provenance 2018 VLDB 5.4790624e-05
8,373 Automation of Data Prep, ML, and Data Science: New Cure or Snake Oil? 2021 SIGMOD 5.4399999e-05
8,432 UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics 2015 VLDB 5.4259582e-05
8,450 Not Black-Box Anymore! Enabling Analytics-Aware Optimizations in Teradata Vantage 2021 VLDB 5.4231788e-05
8,722 Machine Learning Meets Big Spatial Data 2019 VLDB 5.3769871e-05
8,859 Complaint-Driven Training Data Debugging at Interactive Speeds 2022 SIGMOD 5.356561e-05
8,908 Privacy and Accuracy-Aware AI/ML Model Deduplication 2025 SIGMOD 5.3483178e-05
8,979 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 5.3399615e-05
9,124 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 5.319248e-05
9,155 Adda: Towards Efficient in-Database Feature Generation via LLM-based Agents 2025 SIGMOD 5.3122817e-05
9,371 Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning 2021 VLDB 5.275595e-05
9,386 Determining Exact Quantiles with Randomized Summaries 2024 SIGMOD 5.2755515e-05
9,470 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 5.2634238e-05
9,542 Database as Runtime: Compiling LLMs to SQL for In-database Model Serving 2025 SIGMOD 5.2528121e-05
9,649 Transforming ML Predictive Pipelines into SQL with MASQ 2021 SIGMOD 5.2430158e-05
9,993 In-Database Data Imputation 2024 SIGMOD 5.1815618e-05
10,230 Eliminating Redundant Feature Tests in Decision Tree and Random Forest Inference on SQL Predicates 2026 SIGMOD 5.093636e-05
10,386 NeurStore: Efficient In-database Deep Learning Model Management System 2026 SIGMOD 5.093636e-05
10,487 Quantile Estimation with Duplicates 2026 SIGMOD 5.093636e-05
10,666 HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture 2025 SIGMOD 5.093636e-05
10,675 Randomized Sketches for Quantile in LSM-tree based Store 2025 SIGMOD 5.093636e-05
10,761 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 5.093636e-05
Previous Page 2 / 3 Next

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Previous Page 1 / 1 Next

Semantically Similar Papers