표 1. | Table 1. 전자파 인체영향 연구논문 자동분류 실험 결과 | Evaluation results of research category classification for scientific literature on human health risk of electromagnetic fields.

Algorithm Classifier Precision Recall F1 Accuracy
Logistic regression Animal experiment 0.89 0.80 0.84 0.90
Cell experiment 0.66 0.80 0.72 0.80
Epidemiological study 0.90 0.90 0.90 0.93
Average 0.82 0.83 0.82 0.88
Linear support vector machine Animal experiment 0.72 0.80 0.76 0.83
Cell experiment 0.61 0.80 0.77 0.76
Epidemiological study 0.89 0.80 0.84 0.90
Average 0.74 0.80 0.79 0.83
Decision tree classifier Animal experiment 0.37 1.00 0.54 0.43
Cell experiment 0.45 0.90 0.60 0.60
Epidemiological study 0.47 0.90 0.62 0.63
Average 0.43 0.93 0.59 0.55