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

Open Access

Table A.4

Results of the real-life dataset test on the 50-50 distribution trained models to identify SNe Ic-BL.

Model	Accuracy	Precision	Recall	F1_Score
Logistic Regression	${0.52}_{- 0.08}^{+ 0.08}$ $Mathematical equation: $0.52^{+0.08}_{-0.08}$$	${0.35}_{- 0.06}^{+ 0.05}$ $Mathematical equation: $0.35^{+0.05}_{-0.06}$$	${0.50}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.50^{+0.05}_{-0.05}$$	${0.41}_{- 0.04}^{+ 0.04}$ $Mathematical equation: $0.41^{+0.04}_{-0.04}$$
SVM	${0.55}_{- 0.12}^{+ 0.24}$ $Mathematical equation: $0.55^{+0.24}_{-0.12}$$	${0.34}_{- 0.12}^{+ 0.32}$ $Mathematical equation: $0.34^{+0.32}_{-0.12}$$	${0.43}_{- 0.48}^{+ 0.43}$ $Mathematical equation: $0.43^{+0.43}_{-0.48}$$	${0.37}_{- 0.10}^{+ 0.27}$ $Mathematical equation: $0.37^{+0.27}_{-0.10}$$
Decision Trees	${0.52}_{- 0.06}^{+ 0.08}$ $Mathematical equation: $0.52^{+0.08}_{-0.06}$$	${0.35}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.35^{+0.06}_{-0.06}$$	${0.50}_{- 0.09}^{+ 0.09}$ $Mathematical equation: $0.50^{+0.09}_{-0.09}$$	${0.42}_{- 0.07}^{+ 0.08}$ $Mathematical equation: $0.42^{+0.08}_{-0.07}$$
Random Forest	${0.60}_{- 0.06}^{+ 0.05}$ $Mathematical equation: $0.60^{+0.05}_{-0.06}$$	${0.38}_{- 0.11}^{+ 0.06}$ $Mathematical equation: $0.38^{+0.06}_{-0.11}$$	${0.32}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.32^{+0.05}_{-0.05}$$	${0.36}_{- 0.05}^{+ 0.04}$ $Mathematical equation: $0.36^{+0.04}_{-0.05}$$
AdaBoost	${0.49}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.49^{+0.06}_{-0.06}$$	${0.34}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.34^{+0.06}_{-0.06}$$	${0.55}_{- 0.09}^{+ 0.09}$ $Mathematical equation: $0.55^{+0.09}_{-0.09}$$	${0.42}_{- 0.06}^{+ 0.07}$ $Mathematical equation: $0.42^{+0.07}_{-0.06}$$
Naive Bayes	${0.34}_{- 0.05}^{+ 0.00}$ $Mathematical equation: $0.34^{+0.00}_{-0.05}$$	${0.34}_{- 0.02}^{+ 0.00}$ $Mathematical equation: $0.34^{+0.00}_{-0.02}$$	${1.00}_{- 0.00}^{+ 0.00}$ $Mathematical equation: $1.00^{+0.00}_{-0.00}$$	${0.51}_{- 0.01}^{+ 0.00}$ $Mathematical equation: $0.51^{+0.00}_{-0.01}$$
KNN	${0.60}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.60^{+0.05}_{-0.05}$$	${0.42}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.42^{+0.06}_{-0.06}$$	${0.45}_{- 0.09}^{+ 0.09}$ $Mathematical equation: $0.45^{+0.09}_{-0.09}$$	${0.43}_{- 0.06}^{+ 0.06}$ $Mathematical equation: $0.43^{+0.06}_{-0.06}$$
MLP	${0.48}_{- 0.05}^{+ 0.03}$ $Mathematical equation: $0.48^{+0.03}_{-0.05}$$	${0.29}_{- 0.03}^{+ 0.05}$ $Mathematical equation: $0.29^{+0.05}_{-0.03}$$	${0.32}_{- 0.09}^{+ 0.05}$ $Mathematical equation: $0.32^{+0.05}_{-0.09}$$	${0.31}_{- 0.04}^{+ 0.06}$ $Mathematical equation: $0.31^{+0.06}_{-0.04}$$
Quadratic Discriminant	${0.32}_{- 0.03}^{+ 0.02}$ $Mathematical equation: $0.32^{+0.02}_{-0.03}$$	${0.32}_{- 0.02}^{+ 0.01}$ $Mathematical equation: $0.32^{+0.01}_{-0.02}$$	${0.91}_{- 0.05}^{+ 0.05}$ $Mathematical equation: $0.91^{+0.05}_{-0.05}$$	${0.47}_{- 0.03}^{+ 0.02}$ $Mathematical equation: $0.47^{+0.02}_{-0.03}$$

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