Table 4.
Pairwise comparison for nociception using “Tukey-Kramer” for a 95% confidence interval on a two-way ANOVA.
Group 1 | Group 2 | Lower | Mean diff. | Upper | p-Value | Mean diff (%) | |
---|---|---|---|---|---|---|---|
After learning | R | R + P | −2.4641 | −0.9040 | 0.6560 | 0.4443 | −22.90 |
R | R + N | −0.6973 | 0.8627 | 2.4228 | 0.4863 | 21.85 | |
R | R + P + N | −2.2731 | −0.7131 | 0.8470 | 0.6431 | −18.07 | |
R + P | R + N | 0.2068 | 1.7668 | 3.3268 | 0.0190 | 36.42 | |
R + P | R + P + N | −1.3691 | 0.1910 | 1.7510 | 0.9892 | 3.93 | |
R + N | R + P + N | −3.1358 | −1.5758 | −0.0158 | 0.0466 | −51.08 | |
During learning | R | R + P | −58.5381 | −47.5636 | −36.5891 | 0.0000 | −49.86 |
R | R + N | −8.0196 | 2.9549 | 13.9294 | 0.9003 | 3.10 | |
R | R + P + N | −36.5662 | −25.5917 | −14.6172 | 0.0000 | −26.82 | |
R + P | R + N | 39.5440 | 50.5185 | 61.4930 | 0.0000 | 35.34 | |
R + P | R + P + N | 10.9973 | 21.9718 | 32.9463 | 0.0000 | 15.37 | |
R + N | R + P + N | −39.5212 | −28.5466 | −17.5721 | 0.0000 | −30.88 |
Here, we analyze the average perceived nociception on the validation set of the best 4 hyperparameter sets for each condition, both after learning as well as the cumulative absolute value during learning. All hyperparameter sets were tested with 10 different randomly initialized networks. A positive percentage indicates the effect size in which Group 2 improves upon Group 1, whereas a negative percentage indicates the effect size in which Group 2 is worse than Group 1.