• GRID for model structure discovering in high dimensional regression 

    Giordano, Francesco; Lahiri, Soumendra Nath; Parrella, Maria Lucia (2014)
    Given a nonparametric regression model, we assume that the number of covariates d → ∞ but only some of these covariates are relevant for the model. Our goal is to identify the relevant covariates and to obtain some ...
  • High-dimensional statistics for complex data 

    Pacella, Massimo (Universita degli studi di Salerno, 2018-05-29)
    High dimensional data analysis has become a popular research topic in the recent years, due to the emergence of various new applications in several fields of sciences underscoring the need for analysing massive data ...