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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
4683
Venue
SIGMOD
Year
2013
Pagerank
8.3334428e-05
Overall Rank
2,672 | 81.44%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,942 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 0.00010010569
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
3,878 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.6669911e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
4,508 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.1261819e-05
4,779 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9259373e-05
4,807 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 5.9045148e-05
4,835 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 5.8861112e-05
5,497 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 5.4741034e-05
6,194 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1592984e-05
6,984 A Cost-based Optimizer for Gradient Descent Optimization 2017 SIGMOD 4.8680519e-05
8,258 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 4.5424271e-05
9,442 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 4.3384032e-05
9,596 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 4.3150788e-05
9,949 Cumulon: Matrix-Based Data Analytics in the Cloud with Spot Instances 2016 VLDB 4.2391069e-05
10,393 LCP: Enhancing Scientific Data Management with Lossy Compression for Particles 2025 SIGMOD 4.1905499e-05
11,475 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1905499e-05
13,352 Cumulon-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
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
319 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027771951
408 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00023939456
866 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00015771189
1,074 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00014238255
1,494 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00011677793
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13,438 Data Mining Algorithms as a Service in the Cloud: Exploiting Relational Database Systems 2013 SIGMOD -
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011137225
13,352 Cumulon-D: Data Analytics in a Dynamic Spot Market 2017 VLDB -
9,949 Cumulon: Matrix-Based Data Analytics in the Cloud with Spot Instances 2016 VLDB 4.2391069e-05