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DATA-ADAPTIVE EFFICIENT ESTIMATION STRATEGIES FOR BIOMARKER STUDIES EMBEDDED IN RANDOMIZED TRIALS 期刊论文
ANNALS OF APPLIED STATISTICS, 2022, 卷号: 16, 期号: 4, 页码: 2250-2265
作者:  Zhang, Weiz;  Zhang, Zhi wei;  Troendle, James F.;  Liu, Aiyi
收藏  |  浏览/下载:58/0  |  提交时间:2023/02/07
Augmentation  precision medicine  semiparametric theory  super learner  two-phase sampling  
Variational deep embedding-based active learning for the diagnosis of pneumonia 期刊论文
FRONTIERS IN NEUROROBOTICS, 2022, 卷号: 16, 页码: 7
作者:  Huang, Jian;  Ding, Wen;  Zhang, Jiarun;  Li, Zhao;  Shu, Ting;  Kuosmanen, Pekka;  Zhou, Guanqun;  Zhou, Chuan;  Yu, Gang
收藏  |  浏览/下载:96/0  |  提交时间:2023/02/07
pneumonia diagnosis  active learning  variational autoencoders  brain-like computing  human-centric computing  
Data completion algorithms and their applications in inverse acoustic scattering with limited-aperture backscattering data 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 469, 页码: 17
作者:  Dou, Fangfang;  Liu, Xiaodong;  Meng, Shixu;  Zhang, Bo
收藏  |  浏览/下载:75/0  |  提交时间:2023/02/07
Inverse acoustic scattering  Limited aperture  Backscattering data  Data completion  Direct sampling method  Factorization method  
Monte Carlo fPINNs: Deep learning method for forward and inverse problems involving high dimensional fractional partial differential equations 期刊论文
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2022, 卷号: 400, 页码: 17
作者:  Guo, Ling;  Wu, Hao;  Yu, Xiaochen;  Zhou, Tao
收藏  |  浏览/下载:51/0  |  提交时间:2023/02/07
Physics -informed neural networks  Fractional Laplacian  Nonlocal operators  Uncertainty quantification  
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
作者:  Chen, Ziwei;  Gong, Fuzhou;  Wan, Lin;  Ma, Liang
收藏  |  浏览/下载:168/0  |  提交时间:2022/06/21
single-cell DNA sequencing  intra-tumor heterogeneity  single nucleotide variation  copy number alteration  Bayesian modeling  cancer evolution  
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
作者:  Du, Xingbo;  Yan, Junchi;  Zhang, Rui;  Zha, Hongyuan
收藏  |  浏览/下载:121/0  |  提交时间:2022/04/02
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  
MODIFIED SAMPLING METHOD WITH NEAR FIELD MEASUREMENTS 期刊论文
SIAM JOURNAL ON APPLIED MATHEMATICS, 2022, 卷号: 82, 期号: 1, 页码: 244-266
作者:  Liu, Xiaodong;  Meng, Shixu;  Zhang, Bo
收藏  |  浏览/下载:144/0  |  提交时间:2022/04/29
inverse scattering  sampling method  near field measurements  limited-aperture  
A NOTE ON TRANSMISSION EIGENVALUES IN 期刊论文
INVERSE PROBLEMS AND IMAGING, 2021, 卷号: 15, 期号: 5, 页码: 999-1014
作者:  Cakoni, Fioralba;  Meng, Shixu;  Xiao, Jingni
收藏  |  浏览/下载:163/0  |  提交时间:2021/10/26
Key words and phrases  Inverse problems  Maxwell equations  transmission eigenvalues  scat-tering theory  distribution of eigenvalues  
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
作者:  Liu, Yixin;  Li, Zhao;  Pan, Shirui;  Gong, Chen;  Zhou, Chuan;  Karypis, George
收藏  |  浏览/下载:120/0  |  提交时间:2022/04/02
Anomaly detection  Task analysis  Graph neural networks  Unsupervised learning  Predictive models  Pattern matching  Training  Anomaly detection  attributed networks  contrastive self-supervised learning  graph neural networks (GNNs)  unsupervised learning  
Group testing can improve the cost-efficiency of prospective-retrospective biomarker studies 期刊论文
BMC MEDICAL RESEARCH METHODOLOGY, 2021, 卷号: 21, 期号: 1, 页码: 10
作者:  Zhang, Wei;  Zhang, Zhiwei;  Krushkal, Julia;  Liu, Aiyi
收藏  |  浏览/下载:134/0  |  提交时间:2021/04/26
Biomarker study design  Cost-efficiency  Group testing  Pooling  Two-phase sampling