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Even though GViT-GP demands far more training date (1.63 h) than the antique actions (e.grams., step one min for LightGBM), so it boost is actually minimal relating to standard reproduction schedules, and this duration days otherwise ages. First, we compared GViT-GP against five standard patterns on the soybean dataset, which has 10 secret agronomic qualities (Profile 7). Similarly, to own linoleic acidic (Linoleic acid), LightGBM improved relationship because of the just as much as +0.013 and you may +0.032 compared to the linear SVR and you will GWAS, LD. Celebrated improvements are located within the cutting-edge traits including Give and you can Linoleic acidic, demonstrating the procedure’s capability in the capturing low-linear matchmaking and you may shared informativeness compared to linear and univariate means. Challenging thinking indicate the best performance among the compared design alternatives (higher r and you may R2; lowest MSE).
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