Table 5.
Mayo Clinic Smoking Status Classification | |||
---|---|---|---|
tf-idf | topic modeling | word embeddings | |
SVM | 0.69 | 0.73 | 0.80* |
RF | 0.69 | 0.72 | 0.81* |
Proximal Femur (Hip) Fracture Classification | |||
tf-idf | topic modeling | word embeddings | |
SVM | 0.85 | 0.91 | 0.95* |
RF | 0.77 | 0.92 | 0.93* |
The asterisk indicates that difference between word embeddings and other features is statistically significant