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Dynamic semiparametric transformation models for recurrent event data with a terminal event 期刊论文
STATISTICS IN MEDICINE, 2022, 页码: 16
Authors:  Jin, Jin;  Song, Xinyuan;  Sun, Liuquan
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dynamic regression  marginal modeling  recurrent events  terminal event  time-varying coefficients  transformation models  
Stochastic higher-order three-scale strength prediction model for composite structures with micromechanical analysis 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 465, 页码: 30
Authors:  Dong, Hao;  Yang, Zihao;  Guan, Xiaofei;  Cui, Junzhi
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Composite structures  Multiscale random configurations  SHTSP model  Multilevel strategy  Strength prediction  
A spectral method for stochastic fractional PDEs using dynamically-orthogonal/bi-orthogonal decomposition 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 461, 页码: 17
Authors:  Zhao, Yue;  Mao, Zhiping;  Guo, Ling;  Tang, Yifa;  Karniadakis, George Em
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Uncertainty quantification  Anomalous transport  Quasi Monte Carlo simulation  Generalized polynomial chaos  Long-time integration  Poly-fractonomials  

Normalizing field flows: Solving forward and inverse stochastic differential equations using physics-informed flow models

期刊论文

JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 461, 页码: 18
Authors:  Guo, Ling;  Wu, Hao;  Zhou, Tao
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Data -driven modeling  Normalizing flows  Uncertainty quantification  Random fields  
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
Authors:  Lin, Xixun;  Li, Zhao;  Zhang, Peng;  Liu, Luchen;  Zhou, Chuan;  Wang, Bin;  Tian, Zhihong
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Task analysis  Kernel  Training  Decoding  Stochastic processes  Predictive models  Computational modeling  Few-shot learning  graph classification  graph neural networks (GNNs)  neural process (NP)  
BiTSC2: Bayesian inference of tumor clonal tree by joint analysis of single-cell SNV and CNA data 期刊论文
BRIEFINGS IN BIOINFORMATICS, 2022, 页码: 12
Authors:  Chen, Ziwei;  Gong, Fuzhou;  Wan, Lin;  Ma, Liang
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single-cell DNA sequencing  intra-tumor heterogeneity  single nucleotide variation  copy number alteration  Bayesian modeling  cancer evolution  
hDirect-MAP: projection-free single-cell modeling of response to checkpoint immunotherapy 期刊论文
BRIEFINGS IN BIOINFORMATICS, 2022, 卷号: 23, 期号: 2, 页码: 16
Authors:  Lu, Yong;  Xue, Gang;  Zheng, Ningbo;  Han, Kun;  Yang, Wenzhong;  Wang, Rui-Sheng;  Wu, Lingyun;  Miller, Lance D.;  Pardee, Timothy;  Triozzi, Pierre L.;  Lo, Hui-Wen;  Watabe, Kounosuke;  Wong, Stephen T. C.;  Pasche, Boris C.;  Zhang, Wei;  Jin, Guangxu
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single-cell RNA sequencing (scRNA-seq)  single-cell mass cytometry (CyTOF)  Pareto optimization  projection-free single-cell modeling  response to immune checkpoint blockade  
Cross-Network Skip-Gram Embedding for Joint Network Alignment and Link Prediction 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2022, 卷号: 34, 期号: 3, 页码: 1080-1095
Authors:  Du, Xingbo;  Yan, Junchi;  Zhang, Rui;  Zha, Hongyuan
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Task analysis  Predictive models  Social network services  Peer-to-peer computing  Optimization  Computational modeling  Computer science  Link prediction  network alignment  cross-network embedding  skip-gram  biased random walk  
p A Mixed Wavelet-Learning Method of Predicting Macroscopic Effective Heat Transfer Conductivities of Braided Composite Materials 期刊论文
COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2022, 卷号: 31, 期号: 2, 页码: 593-625
Authors:  Dong, Hao;  Kou, Wenbo;  Han, Junyan;  Linghu, Jiale;  Zou, Minqiang;  Cui, Junzhi
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Braided composite materials  macroscopic effective heat transfer conductivities  multi-scale modeling  neural networks  wavelet transform  
ON THE CONVERGENCE TO LOCAL LIMIT OF NONLOCAL MODELS WITH APPROXIMATED INTERACTION NEIGHBORHOODS 期刊论文
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2022, 卷号: 60, 期号: 4, 页码: 2046-2068
Authors:  Du, Qiang;  Xie, Hehu;  Yin, Xiaobo
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nonlocal model  peridynamics  polygonal approximation  horizon parameter  asymptotically compatible  convergence