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Table 1 Summary of the classification parameters and errors reached in the last years

From: An experimental evaluation of the incidence of fitness-function/search-algorithm combinations on the classification performance of myoelectric control systems with iPCA tuning

Classifier Channels Classes Features Subjects Error Additional processing Reference Year
MLP 2 4 MAV, MAVS, ZC, SSC, WL. 9 9.25%   [9] 1993
LDA, MLP 5 4 WPT. Transient 16 6.25%   [30] 1998
PCA, LDA 4 6 WPT. Stationary 11 6.80%   [13] 2001
LDA 4 4 TD. Stationary 12 5% Majority vote [12] 2003
GMM 4 6 AR6+RMS+TD. Stationary 12 3.10% Majority vote [21] 2005
       Suppress interclass data   
LDA 8 7 AR4+RMS. Stationary 30 7.40% Majority vote [29] 2007
       Suppress interclass data   
SVM 4 5 RMS +AR6. Stationary 11 3% Majority vote [23] 2008
       Suppress interclass data   
LDA 10 11 AR6 Stationary 10 6.50%   [5] 2009
LDA 10 11 AR6 Stationary 10 5% iPCA Transformation [5] 2009