Fast and effective assessment for individuals with special needs form optimization and prediction models

BMC Psychology

Table 4 Precision, recall, and F1-Score values for individual classes across RFC, NBC, KNNC, and SVC

Class	Metric	Random Forest	Naïve Bayes	KNN	Support Vector
Mental Disability	Precision	0.8427	0.8300	0.8200	0.8000
	Recall	0.9146	0.9000	0.8900	0.8700
	F1 Score	0.8772	0.8650	0.8530	0.8320
Behavior and Adaptation Problems	Precision	0.8765	0.8600	0.8550	0.8400
	Recall	0.8658	0.8500	0.8400	0.8200
	F1 Score	0.8712	0.8550	0.8470	0.8300
Autism Spectrum Disorders	Precision	0.9250	0.9150	0.9100	0.8850
	Recall	0.9024	0.8900	0.8800	0.8600
	F1 Score	0.9136	0.9020	0.8940	0.8720
Physical Inadequacy	Precision	0.9012	0.8900	0.8800	0.8600
	Recall	0.8902	0.8800	0.8700	0.8400
	F1 Score	0.8957	0.8850	0.8750	0.8500
Visual or Hearing Impairment	Precision	0.9167	0.9100	0.9000	0.8800
	Recall	0.8049	0.7900	0.7800	0.7600
	F1 Score	0.8571	0.8460	0.8360	0.8100
Specific Learning Disability	Precision	0.8652	0.8550	0.8500	0.8300
	Recall	0.9390	0.9250	0.9200	0.9000
	F1 Score	0.9006	0.8890	0.8840	0.8630

ISSN: 2050-7283