Distributed Matrix Factorization

Distributed Matrix Factorization is a computational framework within the class of matrix factorization methods that is distinguished by its design to partition and process large-scale matrices across multiple computing nodes, enabling scalable and parallelized decomposition through distributed memory and coordinated computation.

Publications

3.7K

Citations

237

Authors

119

Institutions

Publications per year

2017–2026

Parents

Matrix Factorization

Publications

Distributed large-scale natural graph factorization

Amr Ahmed, Nino Shervashidze, Shravan Narayanamurthy et al. · 2013 · 678 citations

Computing, Data Science, Big Data Analytics +12

Large-scale matrix factorization with distributed stochastic gradient descent

Rainer Gemulla, Erik Nijkamp, Peter J. Haas et al. · 2011 · 619 citations

Computing, Computer Science, Distributed Systems +16

Distributed nonnegative matrix factorization for web-scale dyadic data analysis on mapreduce

Chao Liu, Hung‐Chih Yang, Jinliang Fan et al. · 2010 · 207 citations

Computing, Computer Science, Big Data Analytics +12

Distributed estimation of principal eigenspaces

Jianqing Fan, Dong Wang, Kaizheng Wang et al. · The Annals of Statistics · 2019 · 149 citations · Full text

Computing, Computer Science, Data Mining +16

F<scp>lexi</scp>F<scp>a</scp>CT: Scalable Flexible Factorization of Coupled Tensors on Hadoop

Alex Beutel, Partha Talukdar, Abhimanu Kumar et al. · 2014 · 107 citations

Computing, Computer Science, Data Science +16

1–5 of 76

Authors

237

RB
Reza Bosagh Zadeh
Stanford University, United States
3 publications · 132 citations
3
h-index
SR
Suju Rajan
Yahoo (United States), United States
3 publications · 73 citations
3
h-index
NL
Nathan Liu
Yahoo (United States), United States
3 publications · 73 citations
3
h-index
SS
Sebastian Schelter
University of Amsterdam, Netherlands
2 publications · 72 citations
2
h-index
UK
U Kang
Seoul National University, South Korea
2 publications · 80 citations
2
h-index

1–5 of 237

Institutions

119

1–8 of 119

Venues

arXiv (Cornell University)
Repository · 7 publications · 233 citations
7
h-index
IEEE Transactions on Knowledge and Data Engineering
TKDE · 2 publications · 28 citations
2
h-index
Systems & Control Letters
2 publications · 73 citations
2
h-index
ACM Transactions on Knowledge Discovery from Data
TKDD · 2 publications · 23 citations
2
h-index
The Journal of Supercomputing
2 publications · 42 citations
2
h-index

1–5