Table 3 Classification between individuals with schizophrenia, and ASD.
ASD and schizophrenia | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(Subcortical) | (Surface area) | (Cortical thickness) | (All features) | ||||||||||
Classifier | Score (%) | Schi | ASD | All | Schi | ASD | All | Schi | ASD | All | Schi | ASD | All |
Logistic regression | Mean accuracy | 75.0 | 70.0 | 80.0 | 70.0 | ||||||||
Recall score | 72.7 | 77.7 | 72.7 | 66.6 | 90.9 | 66.6 | 81.8 | 55.5 | |||||
Precision score | 80.0 | 70.0 | 72.7 | 66.6 | 76.9 | 85.7 | 69.2 | 71.4 | |||||
F1/F2 scores | 76.1/74.0 | 73.6/76.0 | 72.7 | 66.6 | 83.3/87.7 | 75.0/69.7 | 75.0/78.9 | 62.5/58.1 | |||||
Support vector machine | Mean accuracy | 80.0 | 75.0 | 75.0 | |||||||||
Recall score | 81.8 | 77.7 | 90.9 | 55.5 | 90.9 | 55.5 | |||||||
Precision score | 81.8 | 77.7 | 71.4 | 83.3 | 71.4 | 83.3 | |||||||
F1/F2 scores | 81.8 | 77.7 | 80.0/86.2 | 66.6/59.5 | |||||||||
Random Forest | Mean accuracy | 75.0 | |||||||||||
Recall score | 90.9 | 55.5 | |||||||||||
Precision score | 71.4 | 83.3 | |||||||||||
F1/F2 scores | 80.0/86.2 | 66.6/59.5 | |||||||||||
Adaboost | Mean accuracy | 75.0 | 85.0 | ||||||||||
Recall score | 81.8 | 66.6 | 100.0 | 66.6 | |||||||||
Precision score | 75.0 | 75.0 | 78.0 | 100.0 | |||||||||
F1/F2 scores | 78.2/80.3 | 70.5/68.1 | 88.0/94.8 | 80.0/71.4 | |||||||||
k-nearest neighbor | Mean accuracy | 85.0 | 75.0 | ||||||||||
Recall score | 90.9 | 77.7 | 90.9 | 55.5 | |||||||||
Precision score | 83.3 | 87.5 | 71.4 | 83.3 | |||||||||
F1/F2 scores | 86.9/89.2 | 82.3/79.5 | 80.0/86.2 | 66.6/59.5 | |||||||||
