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

Open Access

Table A.3

Results of the real-life dataset test on the 50-50 distribution trained models to identify SN Ia.

Model	Accuracy	Precision	Recall	F1 Score
Logistic Regression	${0.66}_{- 0.04}^{+ 0.05}$ $Mathematical equation: $0.66^{+0.05}_{-0.04}$$	${0.63}_{- 0.04}^{+ 0.05}$ $Mathematical equation: $0.63^{+0.05}_{-0.04}$$	${0.76}_{- 0.02}^{+ 0.02}$ $Mathematical equation: $0.76^{+0.02}_{-0.02}$$	${0.69}_{- 0.03}^{+ 0.03}$ $Mathematical equation: $0.69^{+0.03}_{-0.03}$$
SVM	${0.55}_{- 0.04}^{+ 0.06}$ $Mathematical equation: $0.55^{+0.06}_{-0.04}$$	${0.58}_{- 0.04}^{+ 0.20}$ $Mathematical equation: $0.58^{+0.20}_{-0.04}$$	${0.90}_{- 0.84}^{+ 0.08}$ $Mathematical equation: $0.90^{+0.08}_{-0.84}$$	${0.66}_{- 0.55}^{+ 0.04}$ $Mathematical equation: $0.66^{+0.04}_{-0.55}$$
Decision Trees	${0.68}_{- 0.07}^{+ 0.05}$ $Mathematical equation: $0.68^{+0.05}_{-0.07}$$	${0.68}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.68^{+0.06}_{-0.06}$$	${0.66}_{- 0.12}^{+ 0.08}$ $Mathematical equation: $0.66^{+0.08}_{-0.12}$$	${0.68}_{- 0.09}^{+ 0.05}$ $Mathematical equation: $0.68^{+0.05}_{-0.09}$$
Random Forest	${0.74}_{- 0.04}^{+ 0.03}$ $Mathematical equation: $0.74^{+0.03}_{-0.04}$$	${0.76}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.76^{+0.05}_{-0.05}$$	${0.69}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.69^{+0.05}_{-0.05}$$	${0.72}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.72^{+0.04}_{-0.04}$$
AdaBoost	${0.71}_{- 0.08}^{+ 0.05}$ $Mathematical equation: $0.71^{+0.05}_{-0.08}$$	${0.72}_{- 0.06}^{+ 0.05}$ $Mathematical equation: $0.72^{+0.05}_{-0.06}$$	${0.66}_{- 0.12}^{+ 0.10}$ $Mathematical equation: $0.66^{+0.10}_{-0.12}$$	${0.70}_{- 0.10}^{+ 0.06}$ $Mathematical equation: $0.70^{+0.06}_{-0.10}$$
Naive Bayes	${0.57}_{- 0.02}^{+ 0.03}$ $Mathematical equation: $0.57^{+0.03}_{-0.02}$$	${0.55}_{- 0.02}^{+ 0.02}$ $Mathematical equation: $0.55^{+0.02}_{-0.02}$$	${0.78}_{- 0.06}^{+ 0.04}$ $Mathematical equation: $0.78^{+0.04}_{-0.06}$$	${0.64}_{- 0.02}^{+ 0.02}$ $Mathematical equation: $0.64^{+0.02}_{-0.02}$$
KNN	${0.60}_{- 0.04}^{+ 0.05}$ $Mathematical equation: $0.60^{+0.05}_{-0.04}$$	${0.58}_{- 0.04}^{+ 0.03}$ $Mathematical equation: $0.58^{+0.03}_{-0.04}$$	${0.76}_{- 0.08}^{+ 0.06}$ $Mathematical equation: $0.76^{+0.06}_{-0.08}$$	${0.65}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.65^{+0.04}_{-0.04}$$
MLP	${0.64}_{- 0.03}^{+ 0.04}$ $Mathematical equation: $0.64^{+0.04}_{-0.03}$$	${0.61}_{- 0.03}^{+ 0.04}$ $Mathematical equation: $0.61^{+0.04}_{-0.03}$$	${0.76}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.76^{+0.04}_{-0.04}$$	${0.68}_{- 0.03}^{+ 0.03}$ $Mathematical equation: $0.68^{+0.03}_{-0.03}$$
Quadratic Discriminant	${0.51}_{- 0.04}^{+ 0.06}$ $Mathematical equation: $0.51^{+0.06}_{-0.04}$$	${0.56}_{- 0.32}^{+ 0.05}$ $Mathematical equation: $0.56^{+0.05}_{-0.32}$$	${0.18}_{- 0.16}^{+ 0.46}$ $Mathematical equation: $0.18^{+0.46}_{-0.16}$$	${0.27}_{- 0.24}^{+ 0.33}$ $Mathematical equation: $0.27^{+0.33}_{-0.24}$$

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