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A Pattern-Based SpGEMM Library for Multi-Core and Many-Core Architectures 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 1, 页码: 159-175
作者:  Xie, Zhen;  Tan, Guangming;  Liu, Weifeng;  Sun, Ninghui
收藏  |  浏览/下载：41/0  |  提交时间：2021/12/01
Libraries  Sparse matrices  Prediction algorithms  Neural networks  Predictive models  Memory management  Tuners  SpGEMM  spare BLAS  sparse format  auto-tuning  neural network  
Why Dataset Properties Bound the Scalability of Parallel Machine Learning Training Algorithms 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2021, 卷号: 32, 期号: 7, 页码: 1702-1712
作者:  Cheng, Daning;  Li, Shigang;  Zhang, Hanping;  Xia, Fen;  Zhang, Yunquan
收藏  |  浏览/下载：35/0  |  提交时间：2021/12/01
Training  Scalability  Machine learning  Machine learning algorithms  Stochastic processes  Task analysis  Upper bound  Parallel training algorithms  training dataset  scalability  stochastic optimization methods  
WP-SGD: Weighted parallel SGD for distributed unbalanced-workload training system 期刊论文
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2020, 卷号: 145, 页码: 202-216
作者:  Cheng Daning;  Li Shigang;  Zhang Yunquan
收藏  |  浏览/下载：48/0  |  提交时间：2020/12/10
SGD  Unbalanced workload  SimuParallel SGD  Distributed system  
Automatic Generation of High-Performance FFT Kernels on Arm and X86 CPUs 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2020, 卷号: 31, 期号: 8, 页码: 1925-1941
作者:  Li, Zhihao;  Jia, Haipeng;  Zhang, Yunquan;  Chen, Tun;  Yuan, Liang;  Vuduc, Richard
收藏  |  浏览/下载：57/0  |  提交时间：2020/12/10
AutoFFT  FFT  code generation  template  DFT  
DNNTune: Automatic Benchmarking DNN Models for Mobile-cloud Computing 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2019, 卷号: 16, 期号: 4, 页码: 26
作者:  Xia, Chunwei;  Zhao, Jiacheng;  Cui, Huimin;  Feng, Xiaobing;  Xue, Jingling
收藏  |  浏览/下载：87/0  |  提交时间：2020/12/10
DNN  mobile-cloud computing  heterogeneous computing  
Register-Aware Optimizations for Parallel Sparse Matrix-Matrix Multiplication 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2019, 卷号: 47, 期号: 3, 页码: 403-417
作者:  Liu, Junhong;  He, Xin;  Liu, Weifeng;  Tan, Guangming
收藏  |  浏览/下载：78/0  |  提交时间：2019/08/16
Sparse matrix  Sparse matrix-matrix multiplication  GPU  Register  
ElasticActor: An Actor System with Automatic Granularity Adjustment 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2019, 卷号: 47, 期号: 3, 页码: 520-534
作者:  Zhao, Peng;  Liu, Lei;  Cao, Wei;  Dong, Xiao;  Li, Jiansong;  Feng, Xiaobing
收藏  |  浏览/下载：260/0  |  提交时间：2019/08/16
Actor model  Concurrency granularity  Cloud computing  Performance optimization  
Efficient parallel optimizations of a high-performance SIFT on GPUs 期刊论文
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2019, 卷号: 124, 页码: 78-91
作者:  Li, Zhihao;  Jia, Haipeng;  Zhang, Yunquan;  Liu, Shice;  Li, Shigang;  Wang, Xiao;  Zhang, Hao
收藏  |  浏览/下载：73/0  |  提交时间：2019/04/03
HartSift  SIFT  CPU  High performance  Feature extraction  
Automated and precise event detection method for big data in biomedical imaging with support vector machine 期刊论文
COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2018, 卷号: 33, 期号: 2, 页码: 105-114
作者:  Yuan, Lufeng;  Yao, Erlin;  Tan, Guangming
收藏  |  浏览/下载：48/0  |  提交时间：2019/04/03
Biomedical imaging  event detection  machine learning  support vector machine  big data  
Quadboost: A Scalable Concurrent Quadtree 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2018, 卷号: 29, 期号: 3, 页码: 673-686
作者:  Zhou, Keren;  Tan, Guangming;  Zhou, Wei
收藏  |  浏览/下载：40/0  |  提交时间：2019/12/10
Concurrent data structures  quadtree  continuous find  decoupling  LCA