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Structure-Aware Prototypical Neural Process for Few-Shot Graph Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 15
作者:  Lin, Xixun;  Li, Zhao;  Zhang, Peng;  Liu, Luchen;  Zhou, Chuan;  Wang, Bin;  Tian, Zhihong
收藏  |  浏览/下载：153/0  |  提交时间：2023/02/07
Task analysis  Kernel  Training  Decoding  Stochastic processes  Predictive models  Computational modeling  Few-shot learning  graph classification  graph neural networks (GNNs)  neural process (NP)  
Reducing Simulation Input-Model Risk via Input Model Averaging 期刊论文
INFORMS JOURNAL ON COMPUTING, 2021, 卷号: 33, 期号: 2, 页码: 672-684
作者:  Nelson, Barry L.;  Wan, Alan T. K.;  Zou, Guohua;  Zhang, Xinyu;  Jiang, Xi
收藏  |  浏览/下载：146/0  |  提交时间：2021/10/26
input modeling  stochastic simulation  input uncertainty  
Robust two-stage stochastic linear optimization with risk aversion 期刊论文
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2017, 卷号: 256, 期号: 1, 页码: 215-229
作者:  Ling, Aifan;  Sun, Jie;  Xiu, Naihua;  Yang, Xiaoguang
收藏  |  浏览/下载：153/0  |  提交时间：2018/07/30
Uncertainty modeling  Stochastic programming  Robust optimization  Conditional value-at-risk  Semidefinite programming  
Stochastic modeling suggests that noise reduces differentiation efficiency by inducing a heterogeneous drug response in glioma differentiation therapy 期刊论文
BMC Systems Biology, 2016, 卷号: 10, 期号: 1
作者:  Sun,Xiaoqiang;  Zhang,Jiajun;  Zhao,Qi;  Chen,Xing;  Zhu,Wenbo;  Yan,Guangmei;  Zhou,Tianshou
收藏  |  浏览/下载：156/0  |  提交时间：2018/07/30
Stochastic modeling  Ultrasensitivity  Noise  Differentiation efficiency  Drug resistance  Glioma differentiation therapy