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Table 2 Coefficient of determination for LSTM network and PLS (10 lags), for all rats and 7 folds

From: A stack LSTM structure for decoding continuous force from local field potential signal of primary motor cortex (M1)

R2

Rat 1

Rat 2

Rat 3

PLS

LSTM

PLS

LSTM

PLS

LSTM

Fold 1

0.50

0.54

0.36

0.59

0.48

0.55

Fold 2

0.38

0.51

0.57

0.57

0.57

0.62

Fold 3

0.39

0.44

0.49

0.49

0.41

0.48

Fold 4

0.43

0.46

0.42

0.42

0.53

0.59

Fold 5

0.38

0.68

0.29

0.34

0.46

0.45

Fold 6

0.53

0.45

0.54

0.57

0.50

0.62

Fold 7

0.48

0.58

0.35

0.49

0.50

0.52

Average

0.44 ± 0.06

0.52 ± 0.08

0.43 ± 0.1

0.49 ± 0.09

0.49 ± 0.05

0.54 ± 0.06