Database Paper Browser

Back to papers

Exploiting Matrix Dependency for Efficient Distributed Matrix Computation

Summary: Exploits matrix dependencies to reduce communication in distributed matrix computation. DMac decomposes programs into operations, derives a dependency-oriented cost model, and generates un-interleaved, stage-wise execution plans on Spark for efficient local processing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4933
Venue
SIGMOD
Year
2015
Pagerank
8.013421e-05
Overall Rank
2,855 | 80.16%
DOI
10.1145/2723372.2723712

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
4,807 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 5.9045148e-05
6,194 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1592984e-05
6,747 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 4.9369478e-05
8,258 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 4.5424271e-05
8,515 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 4.4901466e-05
11,341 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.1905499e-05
11,475 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1905499e-05
11,515 HyMAC: A Hybrid Matrix Computation System 2021 VLDB 4.1905499e-05
11,854 Real-time Video Recommendation Exploration 2016 SIGMOD 4.1905499e-05
Previous Page 1 / 1 Next

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
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
947 MRShare: Sharing Across Multiple Queries in MapReduce 2010 VLDB 0.00015112344
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
2,754 Stubby: A Transformation-based Optimizer for MapReduce Workflows 2012 VLDB 8.1720428e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
9,442 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 4.3384032e-05
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
8,533 Translation of Array-Based Loops to Distributed Data-Parallel Programs 2020 VLDB 4.4893996e-05
7,019 Bridging the Gap Between HPC and Big Data Frameworks 2017 VLDB 4.8553946e-05
5,622 Distributed implementations of dependency discovery algorithms 2019 VLDB 5.4050344e-05
7,952 Efficient Matrix Sketching over Distributed Data 2017 PODS 4.6089395e-05
11,341 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.1905499e-05
6,194 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1592984e-05
6,747 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 4.9369478e-05
11,475 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1905499e-05