Genomic selection (GS) has been demonstrated to enhance the process in breeding programs. The objectives of this study were experimentally evaluate different GS methods sugarcane hybrids and determine prospect future approaches. Using sugar yield-related trait data from 432 clones 10,435 single nucleotide polymorphisms (SNPs), a was conducted using seven models. While fivefold cross-validated p...