Machine learning for the early classification of broad-lined Ic supernovae

Open Access

Table A.8

Results of the real-life dataset test on the 70-30 distribution trained models to identify SNe Ic-BL.

Model	Accuracy	Precision	Recall	F1_Score
Logistic Regression	${0.72}_{- 0.00}^{+ 0.03}$ $Mathematical equation: $0.72^{+0.03}_{-0.00}$$	${1.00}_{- 0.17}^{+ 0.00}$ $Mathematical equation: $1.00^{+0.00}_{-0.17}$$	${0.18}_{- 0.00}^{+ 0.09}$ $Mathematical equation: $0.18^{+0.09}_{-0.00}$$	${0.31}_{- 0.00}^{+ 0.14}$ $Mathematical equation: $0.31^{+0.14}_{-0.00}$$
SVM	${0.66}_{- 0.00}^{+ 0.35}$ $Mathematical equation: $0.66^{+0.35}_{-0.00}$$	${0.00}_{- 0.00}^{+ 0.48}$ $Mathematical equation: $0.00^{+0.48}_{-0.00}$$	${0.00}_{- 0.00}^{+ 0.87}$ $Mathematical equation: $0.00^{+0.87}_{-0.00}$$	${0.00}_{- 0.00}^{+ 0.00}$ $Mathematical equation: $0.00^{+0.00}_{-0.00}$$
Decision Trees	${0.58}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.58^{+0.06}_{-0.06}$$	${0.38}_{- 0.09}^{+ 0.08}$ $Mathematical equation: $0.38^{+0.08}_{-0.09}$$	${0.36}_{- 0.09}^{+ 0.09}$ $Mathematical equation: $0.36^{+0.09}_{-0.09}$$	${0.38}_{- 0.09}^{+ 0.08}$ $Mathematical equation: $0.38^{+0.08}_{-0.09}$$
Random Forest	${0.69}_{- 0.03}^{+ 0.02}$ $Mathematical equation: $0.69^{+0.02}_{-0.03}$$	${1.00}_{- 0.00}^{+ 0.00}$ $Mathematical equation: $1.00^{+0.00}_{-0.00}$$	${0.14}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.14^{+0.05}_{-0.05}$$	${0.23}_{- 0.08}^{+ 0.07}$ $Mathematical equation: $0.23^{+0.07}_{-0.08}$$
AdaBoost	${0.63}_{- 0.06}^{+ 0.05}$ $Mathematical equation: $0.63^{+0.05}_{-0.06}$$	${0.42}_{- 0.11}^{+ 0.08}$ $Mathematical equation: $0.42^{+0.08}_{-0.11}$$	${0.32}_{- 0.09}^{+ 0.09}$ $Mathematical equation: $0.32^{+0.09}_{-0.09}$$	${0.35}_{- 0.09}^{+ 0.07}$ $Mathematical equation: $0.35^{+0.07}_{-0.09}$$
Naive Bayes	${0.34}_{- 0.03}^{+ 0.00}$ $Mathematical equation: $0.34^{+0.00}_{-0.03}$$	${0.34}_{- 0.01}^{+ 0.00}$ $Mathematical equation: $0.34^{+0.00}_{-0.01}$$	${1.00}_{- 0.00}^{+ 0.00}$ $Mathematical equation: $1.00^{+0.00}_{-0.00}$$	${0.51}_{- 0.01}^{+ 0.00}$ $Mathematical equation: $0.51^{+0.00}_{-0.01}$$
KNN	${0.65}_{- 0.03}^{+ 0.03}$ $Mathematical equation: $0.65^{+0.03}_{-0.03}$$	${0.45}_{- 0.10}^{+ 0.09}$ $Mathematical equation: $0.45^{+0.09}_{-0.10}$$	${0.18}_{- 0.09}^{+ 0.05}$ $Mathematical equation: $0.18^{+0.05}_{-0.09}$$	${0.28}_{- 0.08}^{+ 0.08}$ $Mathematical equation: $0.28^{+0.08}_{-0.08}$$
MLP	${0.66}_{- 0.00}^{+ 0.02}$ $Mathematical equation: $0.66^{+0.02}_{-0.00}$$	${0.00}_{- 0.00}^{+ 0.33}$ $Mathematical equation: $0.00^{+0.33}_{-0.00}$$	${0.00}_{- 0.00}^{+ 0.05}$ $Mathematical equation: $0.00^{+0.05}_{-0.00}$$	${0.00}_{- 0.00}^{+ 0.00}$ $Mathematical equation: $0.00^{+0.00}_{-0.00}$$
Quadratic Discriminant	${0.32}_{- 0.02}^{+ 0.02}$ $Mathematical equation: $0.32^{+0.02}_{-0.02}$$	${0.32}_{- 0.01}^{+ 0.00}$ $Mathematical equation: $0.32^{+0.00}_{-0.01}$$	${0.91}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.91^{+0.05}_{-0.05}$$	${0.47}_{- 0.02}^{+ 0.01}$ $Mathematical equation: $0.47^{+0.01}_{-0.02}$$

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