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

Open Access

Table A.7

Results of the real-life dataset test on the 70-30 distribution trained models to identify SN Ia.

Model	Accuracy	Precision	Recall	F1_Score
Logistic Regression	${0.47}_{- 0.02}^{+ 0.03}$ $Mathematical equation: $0.47^{+0.03}_{-0.02}$$	${0.25}_{- 0.25}^{+ 0.25}$ $Mathematical equation: $0.25^{+0.25}_{-0.25}$$	${0.04}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.04^{+0.04}_{-0.04}$$	${0.06}_{- 0.06}^{+ 0.07}$ $Mathematical equation: $0.06^{+0.07}_{-0.06}$$
SVM	${0.50}_{- 0.01}^{+ 0.05}$ $Mathematical equation: $0.50^{+0.05}_{-0.01}$$	${0.40}_{- 0.40}^{+ 0.10}$ $Mathematical equation: $0.40^{+0.10}_{-0.40}$$	${0.04}_{- 0.04}^{+ 0.96}$ $Mathematical equation: $0.04^{+0.96}_{-0.04}$$	${0.08}_{- 0.08}^{+ 0.60}$ $Mathematical equation: $0.08^{+0.60}_{-0.08}$$
Decision Trees	${0.62}_{- 0.06}^{+ 0.05}$ $Mathematical equation: $0.62^{+0.05}_{-0.06}$$	${0.67}_{- 0.08}^{+ 0.06}$ $Mathematical equation: $0.67^{+0.06}_{-0.08}$$	${0.48}_{- 0.10}^{+ 0.10}$ $Mathematical equation: $0.48^{+0.10}_{-0.10}$$	${0.56}_{- 0.09}^{+ 0.07}$ $Mathematical equation: $0.56^{+0.07}_{-0.09}$$
Random Forest	${0.64}_{- 0.05}^{+ 0.04}$ $Mathematical equation: $0.64^{+0.04}_{-0.05}$$	${0.80}_{- 0.08}^{+ 0.05}$ $Mathematical equation: $0.80^{+0.05}_{-0.08}$$	${0.38}_{- 0.10}^{+ 0.08}$ $Mathematical equation: $0.38^{+0.08}_{-0.10}$$	${0.51}_{- 0.11}^{+ 0.08}$ $Mathematical equation: $0.51^{+0.08}_{-0.11}$$
AdaBoost	${0.62}_{- 0.07}^{+ 0.05}$ $Mathematical equation: $0.62^{+0.05}_{-0.07}$$	${0.70}_{- 0.11}^{+ 0.07}$ $Mathematical equation: $0.70^{+0.07}_{-0.11}$$	${0.42}_{- 0.18}^{+ 0.10}$ $Mathematical equation: $0.42^{+0.10}_{-0.18}$$	${0.53}_{- 0.17}^{+ 0.09}$ $Mathematical equation: $0.53^{+0.09}_{-0.17}$$
Naive Bayes	${0.60}_{- 0.02}^{+ 0.04}$ $Mathematical equation: $0.60^{+0.04}_{-0.02}$$	${0.56}_{- 0.02}^{+ 0.04}$ $Mathematical equation: $0.56^{+0.04}_{-0.02}$$	${0.94}_{- 0.10}^{+ 0.04}$ $Mathematical equation: $0.94^{+0.04}_{-0.10}$$	${0.71}_{- 0.02}^{+ 0.01}$ $Mathematical equation: $0.71^{+0.01}_{-0.02}$$
KNN	${0.64}_{- 0.06}^{+ 0.03}$ $Mathematical equation: $0.64^{+0.03}_{-0.06}$$	${0.73}_{- 0.08}^{+ 0.05}$ $Mathematical equation: $0.73^{+0.05}_{-0.08}$$	${0.44}_{- 0.12}^{+ 0.06}$ $Mathematical equation: $0.44^{+0.06}_{-0.12}$$	${0.55}_{- 0.12}^{+ 0.06}$ $Mathematical equation: $0.55^{+0.06}_{-0.12}$$
MLP	${0.51}_{- 0.02}^{+ 0.08}$ $Mathematical equation: $0.51^{+0.08}_{-0.02}$$	${0.50}_{- 0.36}^{+ 0.24}$ $Mathematical equation: $0.50^{+0.24}_{-0.36}$$	${0.04}_{- 0.02}^{+ 0.24}$ $Mathematical equation: $0.04^{+0.24}_{-0.02}$$	${0.08}_{- 0.04}^{+ 0.34}$ $Mathematical equation: $0.08^{+0.34}_{-0.04}$$
Quadratic Discriminant	${0.47}_{- 0.01}^{+ 0.14}$ $Mathematical equation: $0.47^{+0.14}_{-0.01}$$	${0.25}_{- 0.14}^{+ 0.31}$ $Mathematical equation: $0.25^{+0.31}_{-0.14}$$	${0.04}_{- 0.02}^{+ 0.72}$ $Mathematical equation: $0.04^{+0.72}_{-0.02}$$	${0.07}_{- 0.04}^{+ 0.58}$ $Mathematical equation: $0.07^{+0.58}_{-0.04}$$

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