Fig. 8
From: LightGBM: accelerated genomically designed crop breeding through ensemble learning
CropGBM offers streamlined analysis to assist genomic design breeding. a Genotype analytical module includes genotypic data analysis pipeline, visualization of population structure, and OPTICS analysis to facilitate the design of an optimal predictive framework. b Phenotype analytical module includes basic statistics of phenotypic data and normalization function. c G2P prediction module utilizes LightGBM as the kernel algorithm to construct a predictive model and perform related ML analysis