11 citations · 17 across the 5 of their papers we have counts for
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cs.LG2016★ 11 cited
CuMF_SGD: Fast and Scalable Matrix Factorization
Xiaolong Xie, Wei Tan, Liana L. Fong +1
Matrix factorization (MF) has been widely used in e.g., recommender systems, topic modeling and word embedding. Stochastic gradient descent (SGD) is popular in solving MF problems…
cs.DC2016
Analysis and Modeling of Social Influence in High Performance Computing Workloads
Shuai Zheng, Zon-Yin Shae, Xiangliang Zhang +2
Social influence among users (e.g., collaboration on a project) creates bursty behavior in the underlying high performance computing (HPC) workloads. Using representative HPC and c…
cs.DC2016★ 6 cited
Faster and Cheaper: Parallelizing Large-Scale Matrix Factorization on GPUs
Wei Tan, Liangliang Cao, Liana Fong
Matrix factorization (MF) is employed by many popular algorithms, e.g., collaborative filtering. The emerging GPU technology, with massively multicore and high intra-chip memory ba…