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Hybrid Evaluation for Distributed Iterative Matrix Computation
Summary: Proposes matrix reorganization and a hybrid evaluation that interleaves full and incremental updates for distributed iterative matrix computations. A cost model plus selective comparison reduces overhead, and HyMAC (SystemML-based) delivers ~23% average speedups and outperforms SystemML, ScaLAPACK, SciDB on large datasets.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6123
- Venue
- SIGMOD
- Year
- 2021
- Pagerank
- 4.1945683e-05
- Overall Rank
- 11,472 | 20.20%
- DOI
-
10.1145/3448016.3452843
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 4 |
Pregel: A System for Large-Scale Graph Processing |
2010 |
SIGMOD |
0.0019005923 |
| 37 |
Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud |
2012 |
VLDB |
0.0007522744 |
| 318 |
Overview of SciDB: Large Scale Array Storage, Processing and Analysis |
2010 |
SIGMOD |
0.00027795661 |
| 522 |
Differential dataflow |
2013 |
CIDR |
0.00021099241 |
| 557 |
SystemML: Declarative Machine Learning on Spark |
2016 |
VLDB |
0.00020197988 |
| 1,402 |
Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML |
2014 |
VLDB |
0.00012180605 |
| 2,172 |
Spinning Fast Iterative Data Flows |
2012 |
VLDB |
9.3706587e-05 |
| 2,255 |
LINVIEW: Incremental View Maintenance for Complex Analytical Queries |
2014 |
SIGMOD |
9.1884983e-05 |
| 2,458 |
REX: Recursive, Delta-Based Data-Centric Computation |
2012 |
VLDB |
8.7683462e-05 |
| 2,667 |
Cumulon: Optimizing Statistical Data Analysis in the Cloud |
2013 |
SIGMOD |
8.3413995e-05 |
| 2,848 |
Exploiting Matrix Dependency for Efficient Distributed Matrix Computation |
2015 |
SIGMOD |
8.0208832e-05 |
| 3,918 |
On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML |
2018 |
VLDB |
6.6315176e-05 |
| 3,948 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
6.5959084e-05 |
| 4,197 |
Incremental View Maintenance with Triple Lock Factorization Benefits |
2018 |
SIGMOD |
6.367895e-05 |
| 6,745 |
DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs |
2019 |
SIGMOD |
4.9417155e-05 |
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| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 2,172 |
Spinning Fast Iterative Data Flows |
2012 |
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| 9,437 |
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2017 |
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| 7,122 |
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PODS |
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| 6,745 |
DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs |
2019 |
SIGMOD |
4.9417155e-05 |
| 1,967 |
Compressed Linear Algebra for Large-Scale Machine Learning |
2016 |
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9.9131712e-05 |
| 11,339 |
Redundancy Elimination in Distributed Matrix Computation |
2022 |
SIGMOD |
4.1945683e-05 |
| 1,402 |
Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML |
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0.00012180605 |
| 6,191 |
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra |
2021 |
SIGMOD |
5.1642282e-05 |
| 2,848 |
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8.0208832e-05 |
| 11,511 |
HyMAC: A Hybrid Matrix Computation System |
2021 |
VLDB |
4.1945683e-05 |