BMC Medical Informatics and Decision Making

Table 3 Accuracy, precision, recall, F1 score, and AP value for each algorithm

From: Can some algorithms of machine learning identify osteoporosis patients after training and testing some clinical information about patients?

Algorithms	Accuracy	Precision	Recall	F1 Value	AP Value
SVM	0.76	0.76	0.82	0.79	0.72
SGD	0.68	0.65	0.93	0.76	0.64
KNN	0.74	0.74	0.80	0.77	0.70
DT	0.72	0.78	0.69	0.73	0.71
RF	0.78	0.80	0.80	0.80	0.75
ET	0.76	0.79	0.78	0.78	0.74
XGB	0.76	0.78	0.79	0.79	0.73
LGBM	0.78	0.79	0.82	0.80	0.75
LR	0.75	0.78	0.86	0.77	0.72

Note: AP Value, Average Precision Value

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ISSN: 1472-6947

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