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Your search keyword '"Gao, Jianhua"' showing total 388 results
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388 results on '"Gao, Jianhua"'

1. A Systematic Literature Survey of Sparse Matrix-Vector Multiplication

Author

Gao, Jianhua, Liu, Bingjie, Ji, Weixing, and Huang, Hua

Subjects
Computer Science - Distributed, Parallel, and Cluster Computing, 68-02, 68W10, 65F50, A.1, D.1.3, G.1.3
Abstract

Sparse matrix-vector multiplication (SpMV) is a crucial computing kernel with widespread applications in iterative algorithms. Over the past decades, research on SpMV optimization has made remarkable strides, giving rise to various optimization contributions. However, the comprehensive and systematic literature survey that introduces, analyzes, discusses, and summarizes the advancements of SpMV in recent years is currently lacking. Aiming to fill this gap, this paper compares existing techniques and analyzes their strengths and weaknesses. We begin by highlighting two representative applications of SpMV, then conduct an in-depth overview of the important techniques that optimize SpMV on modern architectures, which we specifically classify as classic, auto-tuning, machine learning, and mixed-precision-based optimization. We also elaborate on the hardware-based architectures, including CPU, GPU, FPGA, processing in Memory, heterogeneous, and distributed platforms. We present a comprehensive experimental evaluation that compares the performance of state-of-the-art SpMV implementations. Based on our findings, we identify several challenges and point out future research directions. This survey is intended to provide researchers with a comprehensive understanding of SpMV optimization on modern architectures and provide guidance for future work., Comment: 34 pages, 18 figures, 16 tables

Published
2024

38. Towards Optimal Fast Matrix Multiplication on CPU-GPU Platforms

Author

Shao, Senhao, Wang, Yizhuo, Ji, Weixing, Gao, Jianhua, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Shen, Hong, editor, Sang, Yingpeng, editor, Zhang, Yong, editor, Xiao, Nong, editor, Arabnia, Hamid R., editor, Fox, Geoffrey, editor, Gupta, Ajay, editor, and Malek, Manu, editor

Published
2022
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39. Tenecteplase versus alteplase in acute ischaemic cerebrovascular events (TRACE-2): a phase 3, multicentre, open-label, randomised controlled, non-inferiority trial

Author

Li, Runhui, Wang, Dong, Wang, Yongjun, Chen, Shengli, Deng, Dan, Zhang, Hong, Wang, Junhai, Chen, Huisheng, Zhang, Hongwei, Wu, Yiping, Liu, Hong, Lu, Guozhi, Zhao, Liandong, Zhu, Runxiu, Liu, Ying, Yi, Fei, Gao, Jianhua, Dai, Hongguo, Hao, Junfang, Che, Fengyuan, Cai, Xueli, Duan, Zhihui, Yu, Hong, Wei, Tongguo, Tang, Yufeng, Peng, Zhaolong, Zhang, Baochao, Song, Yan, Chen, Xiaofei, Liu, Yunlin, Liu, Jing, Li, Deyang, Zhao, Weili, Wei, Xiue, Xue, Qian, Liu, Xuewen, Yang, Yi, zhao, Chuansheng, Chen, Jun, Sui, Yi, Sheng, Guizhi, Zhang, Yun, Liu, Junyan, Zhang, Lianhuan, Wang, Weiwei, Guo, Zhiyong, Li, Hao, Hu, Renping, Chen, Guofang, Liang, Zhigang, Chen, Junbin, Xia, Lei, Long, Zhihua, Li, Shuya, Pan, Yuesong, Parsons, Mark W, Campbell, Bruce C V, Schwamm, Lee H, Fisher, Marc, Wang, Yilong, Zhao, Xingquan, Li, Zixiao, Zheng, Huaguang, Xiong, Yunyun, and Meng, Xia

Published
2023
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