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Table 8 Machine learning algorithms and model evaluation attributes

From: Mental state and emotion detection from musically stimulated EEG

Reference

Machine learning algorithm

Model evaluation attributes

[11]

NA

p value

[12]

NA

p value

[13]

NA

p value

[14]

MLP

CA

[15]

SVM

CA

[16]

SVM

CA

[17]

SVM, MLP

NA

[35]

NA

NA

[18]

SVM, QDA, k-NN

NA

[19]

k-NN, SVM

NA

[21]

NA

p value

[20]

k-NN, SVM

NA

[36]

NA

NA

[22]

SVM

NA

[23]

K-nn, SVM and MLP

CA

[24]

SVM, HMM

CA

[25]

NA

NA

[26]

NA

p value

[27, 28]

NA

p value

[29]

k-NN,LDA

CA

[30]

NA

p value

  1. CA classification accuracy, MLP multi-level perception, SVM support vector machine, k-NN K-nearest neighbour, LDA linear discriminant analysis, QDA quadratic discriminant analysis, HMM hidden Markov level