5 papers
Quantile regression with measurement errors
Mushan Li, Yanyuan Ma, Liqun Wang
We devise a novel estimator for a general quantile regression model with normal measurement errors in the covariates. The method is applicable to both linear and nonlinear quantile…
Multi-relational Network Autoregression Model with Latent Group Structures
Yimeng Ren, Xuening Zhu, Ganggang Xu +1
Multi-relational networks among entities are frequently observed in the era of big data. Quantifying the effects of multiple networks have attracted significant research interest r…
A Communication-Efficient Distributed Algorithm for Learning with Heterogeneous and Structurally Incomplete Multi-Site Data
Xiaokang Liu, Yuchen Yang, Yifei Sun +4
In multicenter biomedical research, integrating data from multiple decentralized sites provides more robust and generalizable findings due to its larger sample size and the ability…
A KL-divergence based test for elliptical distribution
Yin Tang, Yanyuan Ma, Bing Li
We conduct a KL-divergence based procedure for testing elliptical distributions. The procedure simultaneously takes into account the two defining properties of an elliptically dist…
Bioequivalence Assessment for Locally Acting Drugs: A Framework for Feasible and Efficient Evaluation
Luca Insolia, Yanyuan Ma, Younes Boulaguiem +1
Equivalence testing plays a key role in several domains, such as the development of generic medical products, which are therapeutically equivalent to brand-name drugs but with redu…