Research Article

[Retracted] Employing Multimodal Machine Learning for Stress Detection

Table 7

Other research works on SWELL-KW dataset, the modalities used, and accuracy scores.

Research modelModalities usedAccuracy (%)

SVM classifier with RBF kernel [24]Heart rate variability and physiological data92.75
Fast-GRNN [44]Heart rate variability and physiological data87.87
Support Vector Machine [27]Heart rate variability, computer interactions, body posture, and facial features90
Active Bayesian Learning [45]Heart rate variability and physiological data91.92
Our modelHeart rate variability, computer interactions, body posture, and facial features (with early fusion)96.67