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Table 2 Comparisons of findings (extraction of ERP and classifiers accuracy) with previous studies for single-trial ERPs Extraction

From: Single-trial extraction of event-related potentials (ERPs) and classification of visual stimuli by ensemble use of discrete wavelet transform with Huffman coding and machine learning techniques

 

PCA-based Method[13]

ICA-based Method[43]

Proposed Method

SVM

74.30 ± 7.3

77.30 ± 6.8

93.60 ± 6.5

k-NN

71.70 ± 6.6

72.70 ± 5.9

90.80 ± 7.4

  1. Data is arranged as mean±standard deviation