Table 3. Complete classification accuracy by emotional stimuli.

Model Features Word Picture Video
LDA BSM 35.47% 31.90% 34.76%
BMM 39.28% 36.19% 39.76%
SVM BSM 35.24% 31.66% 33.81%
BMM 35.24% 27.86% 39.52%
DT BSM 21.91% 26.19% 25.71%
BMM 27.14% 23.34% 31.43%
RF BSM 27.38% 27.86% 29.76%
BMM 29.52% 26.19% 33.33%
DNN BSM 30.21 % 23.96% 32.30%
BMM 35.47% 29.17% 38.54%
Average 31.69% 28.43% 33.89%