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中国科学院计算技术研究所机构知识库
Institute of Computing Technology, Chinese Academy IR
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专题:中国科学院计算技术研究所期刊论文
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Optimizing Training Efficiency and Cost of Hierarchical Federated Learning in Heterogeneous Mobile-Edge Cloud Computing
期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 5, 页码: 1518-1531
作者:
Cui, Yangguang
;
Cao, Kun
;
Zhou, Junlong
;
Wei, Tongquan
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2023/12/04
Training
Servers
Cloud computing
Delays
Costs
Computational modeling
Prototypes
Device frequency determination
federated learning (FL)
high efficiency
low cost
mobile-edge cloud computing (MECC)
user selection
XAI-enabled neural network analysis of metabolite spatial distributions
期刊论文
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2023, 页码: 12
作者:
Ma, Wenwu
;
Luo, Lanfang
;
Liang, Kun
;
Liu, Taoyan
;
Su, Jiali
;
Wang, Yuefan
;
Li, Jun
;
Zhou, S. Kevin
;
Shyh-Chang, Ng
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2023/12/04
Mass spectrometry imaging
Deep neural networks
Feature extraction
Pathway analysis
Aging
An Accurate and Efficient Large-Scale Regression Method Through Best Friend Clustering
期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 11, 页码: 3129-3140
作者:
Li, Kun
;
Yuan, Liang
;
Zhang, Yunquan
;
Chen, Gongwei
收藏
  |  
浏览/下载:36/0
  |  
提交时间:2022/12/07
Clustering algorithms
Training
Mathematical models
Computational modeling
Libraries
Kernel
Support vector machines
Distributed machine learning
scalable algorithm
large-scale clustering
parallel regression
Adaptively sharing multi-levels of distributed representations in multi-task learning
期刊论文
INFORMATION SCIENCES, 2022, 卷号: 591, 页码: 226-234
作者:
Wang, Tianxin
;
Zhuang, Fuzhen
;
Sun, Ying
;
Zhang, Xiangliang
;
Lin, Leyu
;
Xia, Feng
;
He, Lei
;
He, Qing
收藏
  |  
浏览/下载:23/0
  |  
提交时间:2022/12/07
Multi-task learning
Deep learning
Machine learning
Multi-Distributed Speech Emotion Recognition Based on Mel Frequency Cepstogram and Parameter Transfer
期刊论文
CHINESE JOURNAL OF ELECTRONICS, 2022, 卷号: 31, 期号: 1, 页码: 155-167
作者:
Lin Long
;
Tan Liang
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2022/12/07
Speech emotion recognition (SER)
Machine learning
Mel frequency cepstogram (MFCC)
Parameter transfer
Long short-term memory (LSTM)
Inception-v3
Load Balance Guaranteed Vehicle-to-Vehicle Computation Offloading for Min-Max Fairness in VANETs
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 页码: 20
作者:
Wu, Yalan
;
Wu, Jigang
;
Chen, Long
;
Yan, Jiaquan
;
Han, Yinhe
收藏
  |  
浏览/下载:30/0
  |  
提交时间:2022/06/21
Task analysis
Vehicular ad hoc networks
Delays
Heuristic algorithms
Power control
Energy consumption
Reinforcement learning
VANET
task offloading
load balance
power control
machine learning
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:40/0
  |  
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
Distributed machine learning load balancing strategy in cloud computing services
期刊论文
WIRELESS NETWORKS, 2020, 卷号: 26, 期号: 8, 页码: 5517-5533
作者:
Li, Mingwei
;
Zhang, Jilin
;
Wan, Jian
;
Ren, Yongjian
;
Zhou, Li
;
Wu, Baofu
;
Yang, Rui
;
Wang, Jue
收藏
  |  
浏览/下载:291/0
  |  
提交时间:2020/12/10
Mobile service computing
Cloud service
Distributed machine learning
Load balancing
Adaptive fast reassignment
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:53/0
  |  
提交时间:2020/12/10
SGD
Unbalanced workload
SimuParallel SGD
Distributed system
Spark-based parallel calculation of 3D fourier shell correlation for macromolecule structure local resolution estimation
期刊论文
BMC BIOINFORMATICS, 2020, 卷号: 21, 页码: 18
作者:
Lue, Yongchun
;
Zeng, Xiangrui
;
Tian, Xinhui
;
Shi, Xiao
;
Wang, Hui
;
Zheng, Xiaohui
;
Liu, Xiaodong
;
Zhao, Xiaofang
;
Gao, Xin
;
Xu, Min
收藏
  |  
浏览/下载:58/0
  |  
提交时间:2020/12/10
3D local Fourier shell correlation
3D local resolution map
Key-value data
Spark
3D array partition