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Table 2 Statistics of MLP and SVR models for callogenesis rate, number of somatic embryos, and embryogenesis rate of chrysanthemum in training and testing process

From: Development of support vector machine-based model and comparative analysis with artificial neural network for modeling the plant tissue culture procedures: effect of plant growth regulators on somatic embryogenesis of chrysanthemum, as a case study

Model Item Callogenesis rate Embryogenesis rate Embryo number
Training Testing Training Testing Training Testing
SVR R2 0.928 0.928 0.966 0.956 0.996 0.994
RMSE 9.822 10.697 8.474 9.715 0.813 0.942
MAE 1.327 1.871 0.071 0.555 0.018 0.004
MLP R2 0.893 0.824 0.927 0.905 0.961 0.912
RMSE 10.029 15.403 10.003 13.747 1.645 2.073
MAE 1.644 2.012 1.746 1.908 0.061 0.021