Table 3.
Five-fold cross validation results on the prediction of reaching outcome of RFA post-cue and ITI group for mice 7N and 9L with epoch number equals to 300.
RFA post-cue |
RFA ITI |
||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Fold No. | Accuracy (Training) (%) | Accuracy (Test) (%) | Sensitivity | Specificity | F1-score | Accuracy (Training) (%) | Accuracy (Test) (%) | Sensitivity | Specificity | F1-score | |
Mouse 7N | 1st | 94.14 | 81.36 | 0.80 | 0.83 | 0.78 | 87.57 | 44.35 | 0.45 | 0.44 | 0.45 |
2nd | 93.87 | 71.42 | 0.75 | 0.67 | 0.67 | 88.39 | 46.09 | 0.42 | 0.50 | 0.47 | |
3rd | 93.93 | 70.23 | 0.75 | 0.66 | 0.67 | 87.60 | 49.21 | 0.50 | 0.48 | 0.48 | |
4th | 92.59 | 68.91 | 0.74 | 0.63 | 0.66 | 81.57 | 50.00 | 0.45 | 0.55 | 0.53 | |
5th | 96.76 | 68.57 | 0.70 | 0.67 | 0.62 | 86.21 | 58.80 | 0.60 | 0.58 | 0.57 | |
Mean | 94.23 | 72.26 | 0.75 | 0.69 | 0.68 | 86.26 | 49.69 | 0.48 | 0.51 | 0.50 | |
Mouse 9L | 1st | 93.23 | 71.01 | 0.76 | 0.66 | 0.67 | 74.46 | 51.92 | 0.58 | 0.46 | 0.49 |
2nd | 92.35 | 67.80 | 0.79 | 0.54 | 0.60 | 75.00 | 50.00 | 0.48 | 0.52 | 0.51 | |
3rd | 89.01 | 73.44 | 0.83 | 0.57 | 0.61 | 75.92 | 50.00 | 0.68 | 0.33 | 0.39 | |
4th | 88.46 | 72.34 | 0.85 | 0.57 | 0.65 | 77.89 | 43.22 | 0.47 | 0.39 | 0.41 | |
5th | 83.00 | 64.61 | 0.83 | 0.49 | 0.60 | 74.13 | 48.24 | 0.42 | 0.54 | 0.51 | |
Mean | 89.21 | 69.80 | 0.81 | 0.57 | 0.63 | 75.48 | 48.67 | 0.53 | 0.45 | 0.46 |
Bold values indicate data group names, performance matrices and mean results of five-fold cross validation.