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Table 2 Performance comparison of non-linear models and optimal number of hidden units (HU)

From: Combining two open source tools for neural computation (BioPatRec and Netlab) improves movement classification for prosthetic control

BioPatRec MLP

32 HU

2 × 32 HU

64 /74 HU

Outp. type

Acc

SD

Acc

SD

Acc

SD

Single

0.941

0.062

0.951

0.054

0.923a

0.055

Multiple

0.954

0.047

0.949

0.049

0.953b

0.043

Netlab MLP

32 HU

64 /74 HU

Outp. type

Acc

SD

Acc

SD

Single

0.983

0.024

0.987 a

0.019

Multiple

0.970

0.033

0.980 b

0.025

  1. Italics highest accuracy is significant against all other accuracies for single/multiple output type with p < 0.01
  2. a 64 HU
  3. b 74 HU
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BMC Research Notes

ISSN: 1756-0500

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