Sciweavers

85
Voted
PPOPP
2015
ACM
9 years 11 months ago
NUMA-aware graph-structured analytics
Graph-structured analytics has been widely adopted in a number of big data applications such as social computation, web-search and recommendation systems. Though much prior resear...
Kaiyuan Zhang, Rong Chen, Haibo Chen
107
Voted
PPOPP
2015
ACM
9 years 11 months ago
Optimization of asynchronous graph processing on GPU with hybrid coloring model
Modern GPUs have been widely used to accelerate the graph processing for complicated computational problems regarding graph theory. Many parallel graph algorithms adopt the asynch...
Xuanhua Shi, Junling Liang, Sheng Di, Bingsheng He...
90
Voted
PPOPP
2015
ACM
9 years 11 months ago
Stochastic gradient descent on GPUs
Irregular algorithms such as Stochastic Gradient Descent (SGD) can benefit from the massive parallelism available on GPUs. However, unlike in data-parallel algorithms, synchroniz...
Rashid Kaleem, Sreepathi Pai, Keshav Pingali
91
Voted
PPOPP
2015
ACM
9 years 11 months ago
Supporting multiple accelerators in high-level programming models
Computational accelerators, such as manycore NVIDIA GPUs, Intel Xeon Phi and FPGAs, are becoming common in workstations, servers and supercomputers for scientific and engineering...
Yonghong Yan 0001, Pei-Hung Lin, Chunhua Liao, Bro...