Table 5.
Reference | Paradigm | Brain area | Features | Window size | Classifier | Commands | Accuracy |
---|---|---|---|---|---|---|---|
Zafar and Hong, 2017 | Mental arithmetic, mental counting, and puzzle solving tasks | Prefrontal cortex | Signal mean, minimum, signal slope, skewness, and kurtosis of ΔHbO | 2.5 s | LDA | 3 | 57.5% using signal mean and minimum values |
Li et al., 2017 | Left and right hand grasping tasks | Motor cortex | Mean ΔHbO and ΔHbR for fNIRS and wavelet coefficient for EEG | 2 s | SVM | 2 | 85.5% for fNIRS and 91.0% for hybrid EEG-fNIRS |
Khan and Hong, 2017 | Mental arithmetic, mental counting, mental rotation and word generation tasks | Prefrontal cortex | Signal peak, minimum, and signal mean of ΔHbO | 2 s | LDA | 4 | 75.6% |
Zafar and Hong, 2018 | Right-hand thumb and little finger tapping | Left motor cortex | Signal mean and minimum value of ΔHbO | 2.5 s | LDA | 2 | 74.9% |
LDA, linear discriminant analysis; SVM, support vector machine.