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MLbase: A Distributed Machine-learning System

Summary: MLbase offers a declarative interface and high-level operators so ML researchers can implement scalable algorithms without low-level distributed-systems expertise. Novelty: an optimizer that selects and dynamically adapts learning algorithms and an operator-aware runtime tuned to their data-access patterns. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h7a376b83bb8c52c6
Venue
CIDR
Year
2013
Pagerank
0.00016762761
Overall Rank
537 | 96.40%
DOI
-
PDF
Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kraska_cidr13,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '13},
        title = {{MLbase: A Distributed Machine-learning System}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Kraska, Tim and Talwalkar, Ameet and Duchi, John and Griffith, Rean and Franklin, Michael J. and Jordan, Michael},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
271 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.0002256866
416 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00018650998
654 Materialization Optimizations for Feature Selection Workloads 2014 SIGMOD 0.00015096817
731 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014400356
779 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014048128
976 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.0001274453
1,082 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012118261
1,223 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011468426
1,257 Towards Linear Algebra over Normalized Data 2017 VLDB 0.0001130959
1,408 Northstar: An Interactive Data Science System 2018 VLDB 0.00010738859
2,087 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.0661817e-05
2,097 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.0525341e-05
2,266 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.7248802e-05
2,600 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.2346824e-05
2,840 Towards Sustainable Insights or why polygamy is bad for you 2017 CIDR 7.948968e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8716173e-05
3,168 HELIX: Accelerating Human-in-the-loop Machine Learning 2018 VLDB 7.5692753e-05
3,242 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 7.4967268e-05
3,420 Ava: From Data to Insights Through Conversation 2017 CIDR 7.3130183e-05
3,518 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 7.236638e-05
3,585 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.187207e-05
3,673 Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? 2018 VLDB 7.1075403e-05
4,300 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.676283e-05
4,675 Data Platform for Machine Learning 2019 SIGMOD 6.4728435e-05
5,308 Probabilistic Demand Forecasting at Scale 2017 VLDB 6.1844285e-05
6,249 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.8343283e-05
6,552 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.7475822e-05
6,594 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.7394502e-05
6,883 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6552024e-05
7,144 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 5.5979118e-05
8,157 Schema Independent Relational Learning 2017 SIGMOD 5.387426e-05
8,712 sPCA: Scalable Principal Component Analysis for Big Data on Distributed Platforms 2015 SIGMOD 5.2880532e-05
9,829 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 5.1230568e-05
12,514 The Case for Personal Data-Driven Decision Making 2014 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010515896
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033633007
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017195428
2,211 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 8.8308259e-05
4,143 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.7783148e-05
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