A Framework for Determining the Big Five Personality Traits Using Machine Learning Classification through Graphology

Table 17

Comparison with previous works.

Author	Method	Accuracy (%)
Gavrilescu [12]	ANN, SVM, and KNN	88.6
Topaloglu and Ekmekci [17]	Decision tree	93.75
Joshi et al. [18]	SVM and template matching	97
Pathak et al. [22]	Deep neural network architecture	97.7
Bernardo et al. [23]	Hybrid two-stage SqueezeNet and SVM	91.26
Current work (2022)	SVM, KNN, and decision tree	99