1.1k citations · 1.5k across the 13 of their papers we have counts for
Showing 2013Show all
3 papers · 1 filter
stat.ME2013★ 57 cited
Nonparametric independence screening and structure identification for ultra-high dimensional longitudinal data
Ming-Yen Cheng, Toshio Honda, Jialiang Li +1
Ultra-high dimensional longitudinal data are increasingly common and the analysis is challenging both theoretically and methodologically. We offer a new automatic procedure for fin…
stat.ML2013
Bridging Information Criteria and Parameter Shrinkage for Model Selection
Kun Zhang, Heng Peng, Laiwan Chan +1
Model selection based on classical information criteria, such as BIC, is generally computationally demanding, but its properties are well studied. On the other hand, model selectio…
stat.ME2013★ 27 cited
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…