2 papers
stat.ML2019
Generalization error bounds for kernel matrix completion and extrapolation
Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
Prior information can be incorporated in matrix completion to improve estimation accuracy and extrapolate the missing entries. Reproducing kernel Hilbert spaces provide tools to le…
stat.ML2018
Matrix completion and extrapolation via kernel regression
Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
Matrix completion and extrapolation (MCEX) are dealt with here over reproducing kernel Hilbert spaces (RKHSs) in order to account for prior information present in the available dat…