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Bayesian Joint Matrix Decomposition for Data Integration with Heterogeneous Noise 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 4, 页码: 1184-1196
作者:  Zhang, Chihao;  Zhang, Shihua
收藏  |  浏览/下载:244/0  |  提交时间:2021/04/26
Matrix decomposition  Bayes methods  Data integration  Inference algorithms  Data models  Data mining  Gaussian distribution  Bayesian methods  matrix decomposition  data integration  variational Bayesian inference  maximum a posterior  
Distribution-Free One-Pass Learning 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2021, 卷号: 33, 期号: 3, 页码: 951-963
作者:  Zhao, Peng;  Wang, Xinqiang;  Xie, Siyu;  Guo, Lei;  Zhou, Zhi-Hua
收藏  |  浏览/下载:212/0  |  提交时间:2021/04/26
Data models  Random variables  Proposals  Training  Prediction algorithms  Task analysis  Compressed sensing  Distribution change  one-pass learning  robust learning  non-stationary environments  
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:150/0  |  提交时间:2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
A distributed quantile estimation algorithm of heavy-tailed distribution with massive datasets 期刊论文
MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2020, 卷号: 18, 期号: 1, 页码: 214-230
作者:  Xie, Xiaoyue;  Shi, Jian
收藏  |  浏览/下载:132/0  |  提交时间:2021/04/26
distributed algorithm  big data  high quantile estimation  heavy-tailed distribution  Peak Over Threshold method  
Distribution estimation with auxiliary information for missing data 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2011, 卷号: 141, 期号: 2, 页码: 711-724
作者:  Liu, Xu;  Liu, Peixin;  Zhou, Yong
收藏  |  浏览/下载:139/0  |  提交时间:2018/07/30
Auxiliary information  Empirical distribution function  Empirical likelihood  Estimating equations  Kernel regression  Missing data  Quantile estimation  Semi-parametric imputation  
Sequential confidence bands for densities under truncated and censored data 期刊论文
STATISTICS & PROBABILITY LETTERS, 1998, 卷号: 40, 期号: 1, 页码: 31-41
作者:  Sun, LQ;  Zhou, Y
收藏  |  浏览/下载:149/0  |  提交时间:2018/07/30
truncated and censored data  density estimation  maximal deviation  asymptotic distribution  confidence band  sequential estimation