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Cumulon: Optimizing Statistical Data Analysis in the Cloud

Summary: Cumulon: cloud-native system for rapid matrix analytics development and deployment. Automatic optimization across operators, parameters, and hardware provisioning under time/budget constraints; implemented atop Hadoop/HDFS to avoid MapReduce limits. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h54f55ae6302c507f
Venue
SIGMOD
Year
2013
Pagerank
8.7585767e-05
Overall Rank
2,247 | 84.90%
DOI
10.1145/2463676.2465273

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{huang_sigmod13,
        title = {{Cumulon: Optimizing Statistical Data Analysis in the Cloud}},
        author = {Huang, Botong and Babu, Shivnath and Yang, Jun},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465273},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465273},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
415 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.0001865959
1,081 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012123917
1,255 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011325762
1,614 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010071891
2,326 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 8.6309237e-05
3,101 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 7.649219e-05
3,330 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 7.4173693e-05
3,984 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.8741188e-05
4,116 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 6.7961306e-05
4,330 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 6.6595681e-05
4,334 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6569314e-05
4,974 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 6.3318399e-05
6,169 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.8624857e-05
7,142 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 5.600563e-05
8,521 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 5.3238144e-05
9,822 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 5.1254832e-05
9,900 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.1116429e-05
10,320 Cumulon: Matrix-Based Data Analytics in the Cloud with Spot Instances 2016 VLDB 5.0351368e-05
11,110 LCP: Enhancing Scientific Data Management with Lossy Compression for Particles 2025 SIGMOD 4.9793485e-05
11,976 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.9793485e-05
13,853 Cümülön-D: Data Analytics in a Dynamic Spot Market 2017 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 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 0.001052036
31 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00049839909
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
384 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001948031
753 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014237583
1,044 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012332595
1,371 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00010899041
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