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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