27 citations · 27 across the 5 of their papers we have counts for
5 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…
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…
Unsupervised Learning of Mixture Regression Models for Longitudinal Data
Peirong Xu, Heng Peng, Tao Huang
This paper is concerned with learning of mixture regression models for individuals that are measured repeatedly. The adjective "unsupervised" implies that the number of mixing comp…
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…
Model Selection for Gaussian Mixture Models
Tao Huang, Heng Peng, Kun Zhang
This paper is concerned with an important issue in finite mixture modelling, the selection of the number of mixing components. We propose a new penalized likelihood method for mode…