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A rank-based approach to estimating monotone individualized two treatment regimes 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2020, 卷号: 151, 页码: 12
作者:  Zhang, Haixiang;  Huang, Jian;  Sun, Liuquan
收藏  |  浏览/下载：173/0  |  提交时间：2020/09/23
Generalized regression  Individualized treatment rule  Outlier  Personalized medicine  Rank correlation  
An Adaptive Surrogate Modeling Based on Deep Neural Networks for Large-Scale Bayesian Inverse Problems 期刊论文
COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2020, 卷号: 28, 期号: 5, 页码: 2180-2205
作者:  Yan, Liang;  Zhou, Tao
收藏  |  浏览/下载：134/0  |  提交时间：2021/01/14
Bayesian inverse problems  deep neural networks  multi-fidelity surrogate modeling  Markov chain Monte Carlo  
Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness 期刊论文
NEURAL NETWORKS, 2020, 卷号: 130, 页码: 85-99
作者:  Jin, Pengzhan;  Lu, Lu;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载：119/0  |  提交时间：2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
Epidemiology characteristics of the clonal complexes of Mycobacterium tuberculosis Lineage 4 in China 期刊论文
INFECTION GENETICS AND EVOLUTION, 2020, 卷号: 84, 页码: 7
作者:  Ni, Xumin;  Zhu, Chendi;  Li, Qing;  Jiang, Hui;  Liu, Jingyi;  Chen, Zhi;  He, Li;  Jia, Junnan;  Zhang, Zongde;  Ma, Liang;  Li, Weimin
收藏  |  浏览/下载：137/0  |  提交时间：2021/01/14
Mycobacterium tuberculosis  Lineage 4  Clonal complexes  Geographical distribution  Epidemiology characteristics  
Model-free feature screening for ultrahigh dimensional classification 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2020, 卷号: 178, 页码: 12
作者:  Sheng, Ying;  Wang, Qihua
收藏  |  浏览/下载：167/0  |  提交时间：2020/06/30
Classification accuracy  The Bayes rule  Sure screening  Ultrahigh dimensional classification  
Constructing Least-Squares Polynomial Approximations 期刊论文
SIAM REVIEW, 2020, 卷号: 62, 期号: 2, 页码: 483-508
作者:  Guo, Ling;  Narayan, Akil;  Zhou, Tao
收藏  |  浏览/下载：133/0  |  提交时间：2020/09/23
least-squares approximations  optimal sampling  polynomial approximations  
Transfer posterior error probability estimation for peptide identification 期刊论文
BMC Bioinformatics, 2020, 卷号: 21, 期号: 1
作者:  Yi,Xinpei;  Gong,Fuzhou;  Fu,Yan
收藏  |  浏览/下载：145/0  |  提交时间：2020/05/24
Proteomics  Mass spectrometry  Quality control  Posterior error probability  Local false discovery rate  Transfer learning  
A novel model for the X-chromosome inactivation association on survival data 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2020, 卷号: 29, 期号: 5, 页码: 1305-1314
作者:  Han, Dongxiao;  Hao, Meiling;  Qu, Lianqiang;  Xu, Wei
收藏  |  浏览/下载：155/0  |  提交时间：2020/06/30
Cox model  genetic association test  frailty model  right-censored survival data  X-chromosome association  X-chromosome inactivation  
Quantile regression in big data: A divide and conquer based strategy 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2020, 卷号: 144, 页码: 17
作者:  Chen, Lanjue;  Zhou, Yong
收藏  |  浏览/下载：164/0  |  提交时间：2020/05/24
Data stream  Divide and conquer  Estimating equation  Massive data sets  Quantile regression  
Nonparametric estimation of distributions and diagnostic accuracy based on group-tested results with differential misclassification 期刊论文
BIOMETRICS, 2020, 页码: 10
作者:  Zhang, Wei;  Liu, Aiyi;  Li, Qizhai;  Albert, Paul S.
收藏  |  浏览/下载：150/0  |  提交时间：2020/10/12
coverage probability  diagnostic accuracy  differential misclassification  group testing  integrated absolute bias  integrated mean squared error  rare disease  ROC curves