8 citations · 10 across the 6 of their papers we have counts for
6 papers
A Flexible and Parsimonious Modelling Strategy for Clustered Data Analysis
Tao Huang, Youquan Pei, Jinhong You +1
Statistical modelling strategy is the key for success in data analysis. The trade-off between flexibility and parsimony plays a vital role in statistical modelling. In clustered da…
Individual Heterogeneity Learning in Distributional Data Response Additive Models
Zixuan Han, Tao Li, Jinhong You
In many complex applications, data heterogeneity and homogeneity exist simultaneously. Ignoring either one will result in incorrect statistical inference. In addition, coping with…
Functional L-Optimality Subsampling for Massive Data
Hua Liu, Jinhong You, Jiguo Cao
Massive data bring the big challenges of memory and computation for analysis. These challenges can be tackled by taking subsamples from the full data as a surrogate. For functional…
Unified statistical inference for a novel nonlinear dynamic functional/longitudinal data model
Lixia Hu, Tao Huang, Jinhong You
In light of recent work studying massive functional/longitudinal data, such as the resulting data from the COVID-19 pandemic, we propose a novel functional/longitudinal data model…
Estimation and Model Identification of Locally Stationary Varying-Coefficient Additive Models
Lixia Hu, Tao Huang, Jinhong You
Nonparametric regression models with locally stationary covariates have received increasing interest in recent years. As a nice relief of "curse of dimensionality" induced by large…
Estimation for an additive growth curve model with orthogonal design matrices
Jianhua Hu, Guohua Yan, Jinhong You
An additive growth curve model with orthogonal design matrices is proposed in which observations may have different profile forms. The proposed model allows us to fit data and then…