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A kernel extension to handle missing data
Nebot Troyano, Guillermo; Belanche Muñoz, Luis Antonio
Universitat Politècnica de Catalunya. Departament de Llenguatges i Sistemes Informàtics; Universitat Politècnica de Catalunya. SOCO - Soft Computing
An extension for univariate kernels that deals with missing values is proposed. These extended kernels are shown to be valid Mercer kernels and can adapt to many types of variables, such as categorical or continuous. The proposed kernels are tested against standard RBF kernels in a variety of benchmark problems showing different amounts of missing values and variable types. Our experimental results are very satisfactory, because they usually yield slight to much better improvements over those achieved with standard methods.
Àrees temàtiques de la UPC::Informàtica::Sistemes operatius
Operating systems (Computers)
Univariate kernels
Missing values
Sistemes operatius (Ordinadors)
info:eu-repo/semantics/submittedVersion
info:eu-repo/semantics/conferenceObject
Springer-Verlag
         

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