Identification of partially linear structure in additive models with an application to gene expression prediction from sequences

• Main Authors: Lian, Heng, Chen, Xin, Yang, Jian-Yi
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2013
• Online Access: https://hdl.handle.net/10356/98824; http://hdl.handle.net/10220/12794
• Institution: Nanyang Technological University

The additive model is a semiparametric class of models that has become extremely popular because it is more flexible than the linear model and can be fitted to high-dimensional data when fully nonparametric models become infeasible. We consider the problem of simultaneous variable selection and para...