2 papers
cs.LG2020
Nonlinear Monte Carlo Method for Imbalanced Data Learning
Xuli Shen, Qing Xu, Xiangyang Xue
For basic machine learning problems, expected error is used to evaluate model performance. Since the distribution of data is usually unknown, we can make simple hypothesis that the…
stat.ME2018
Nonlinear Regression without i.i.d. Assumption
Qing Xu, Xiaohua Xuan
In this paper, we consider a class of nonlinear regression problems without the assumption of being independent and identically distributed. We propose a correspondent mini-max pro…