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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:34/0  |  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  
Design and Implementation of Adaptive SpMV Library for Multicore and Many-Core Architecture 期刊论文
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2018, 卷号: 44, 期号: 4, 页码: 25
作者:  Tan, Guangming;  Liu, Junhong;  Li, Jiajia
收藏  |  浏览/下载:56/0  |  提交时间:2019/12/10
Sparse matrix vector multiplication  auto-tuning  multicore  machine learning  
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  
Parallel Processing Systems for Big Data: A Survey 期刊论文
PROCEEDINGS OF THE IEEE, 2016, 卷号: 104, 期号: 11, 页码: 2114-2136
作者:  Zhang, Yunquan;  Cao, Ting;  Li, Shigang;  Tian, Xinhui;  Yuan, Liang;  Jia, Haipeng;  Vasilakos, Athanasios V.
收藏  |  浏览/下载:55/0  |  提交时间:2019/12/13
Big data  machine learning  MapReduce  parallel processing  SQL  survey