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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
4744
Venue
SIGMOD
Year
2013
Pagerank
8.9332438e-05
Overall Rank
2,217 | 84.80%
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 0.0001888524
1,079 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012258469
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
2,273 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 8.8230899e-05
3,205 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 7.6386536e-05
3,284 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 7.5663058e-05
3,930 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.0102082e-05
4,049 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 6.9369379e-05
4,240 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.809685e-05
4,409 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 6.7178579e-05
4,976 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 6.4168322e-05
6,046 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.9956597e-05
7,000 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 5.7287645e-05
8,350 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 5.4460082e-05
9,675 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 5.2380072e-05
9,729 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.2289669e-05
10,099 Cumulon: Matrix-Based Data Analytics in the Cloud with Spot Instances 2016 VLDB 5.1498503e-05
10,669 LCP: Enhancing Scientific Data Management with Lossy Compression for Particles 2025 SIGMOD 5.093636e-05
11,669 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 5.093636e-05
13,540 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 0.0010686205
32 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00050111008
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
155 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028713176
239 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00023674329
372 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001981521
735 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014522606
1,039 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012474977
1,333 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.0001112858
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