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

Open Access

Table A.1

Results of the validation done from a training set with a 50-50 distribution to identify SN Ia.

Model	Accuracy	Precision	Recall	F1 Score
Logistic Regression	${0.66}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.66^{+0.04}_{-0.04}$$	${0.63}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.63^{+0.04}_{-0.04}$$	${0.77}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.77^{+0.05}_{-0.05}$$	${0.69}_{- 0.04}^{+ 0.03}$ $Mathematical equation: $0.69^{+0.03}_{-0.04}$$
SVM	${0.63}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.63^{+0.06}_{-0.06}$$	${0.58}_{- 0.21}^{+ 0.07}$ $Mathematical equation: $0.58^{+0.07}_{-0.21}$$	${0.93}_{- 0.90}^{+ 0.07}$ $Mathematical equation: $0.93^{+0.07}_{-0.90}$$	${0.71}_{- 0.65}^{+ 0.03}$ $Mathematical equation: $0.71^{+0.03}_{-0.65}$$
Decision Trees	${0.68}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.68^{+0.04}_{-0.04}$$	${0.68}_{- 0.04}^{+ 0.05}$ $Mathematical equation: $0.68^{+0.05}_{-0.04}$$	${0.69}_{- 0.07}^{+ 0.07}$ $Mathematical equation: $0.69^{+0.07}_{-0.07}$$	${0.68}_{- 0.05}^{+ 0.04}$ $Mathematical equation: $0.68^{+0.04}_{-0.05}$$
Random Forest	${0.76}_{- 0.04}^{+ 0.03}$ $Mathematical equation: $0.76^{+0.03}_{-0.04}$$	${0.76}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.76^{+0.04}_{-0.04}$$	${0.77}_{- 0.07}^{+ 0.07}$ $Mathematical equation: $0.77^{+0.07}_{-0.07}$$	${0.76}_{- 0.04}^{+ 0.03}$ $Mathematical equation: $0.76^{+0.03}_{-0.04}$$
AdaBoost	${0.72}_{- 0.03}^{+ 0.04}$ $Mathematical equation: $0.72^{+0.04}_{-0.03}$$	${0.71}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.71^{+0.04}_{-0.04}$$	${0.76}_{- 0.06}^{+ 0.07}$ $Mathematical equation: $0.76^{+0.07}_{-0.06}$$	${0.74}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.74^{+0.04}_{-0.04}$$
Naive Bayes	${0.62}_{- 0.03}^{+ 0.04}$ $Mathematical equation: $0.62^{+0.04}_{-0.03}$$	${0.58}_{- 0.02}^{+ 0.03}$ $Mathematical equation: $0.58^{+0.03}_{-0.02}$$	${0.95}_{- 0.05}^{+ 0.02}$ $Mathematical equation: $0.95^{+0.02}_{-0.05}$$	${0.71}_{- 0.02}^{+ 0.02}$ $Mathematical equation: $0.71^{+0.02}_{-0.02}$$
KNN	${0.67}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.67^{+0.04}_{-0.04}$$	${0.65}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.65^{+0.04}_{-0.04}$$	${0.77}_{- 0.07}^{+ 0.05}$ $Mathematical equation: $0.77^{+0.05}_{-0.07}$$	${0.70}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.70^{+0.04}_{-0.04}$$
MLP	${0.65}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.65^{+0.04}_{-0.04}$$	${0.61}_{- 0.03}^{+ 0.03}$ $Mathematical equation: $0.61^{+0.03}_{-0.03}$$	${0.82}_{- 0.08}^{+ 0.07}$ $Mathematical equation: $0.82^{+0.07}_{-0.08}$$	${0.70}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.70^{+0.04}_{-0.04}$$
Quadratic Discriminant	${0.58}_{- 0.07}^{+ 0.11}$ $Mathematical equation: $0.58^{+0.11}_{-0.07}$$	${0.71}_{- 0.08}^{+ 0.18}$ $Mathematical equation: $0.71^{+0.18}_{-0.08}$$	${0.30}_{- 0.25}^{+ 0.60}$ $Mathematical equation: $0.30^{+0.60}_{-0.25}$$	${0.42}_{- 0.33}^{+ 0.31}$ $Mathematical equation: $0.42^{+0.31}_{-0.33}$$

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