Individual Comparisons by Ranking Methods

In the citing paper

“In TP learning, specific task relevant parameters are defined, such as object positions and orientations in an environment, and these are used to construct frames of reference.”

In the citing paper

“By learning task representations in these local frames of reference, the learner's extrapolation abilities can be improved a great deal.”

In the citing paper

“Significant improvement using the proposed method is shown in a test data set for a reaching task, versus the original TP-GMR method described in [4] and a modified TP method described in [5], specifically designed to improve extrapolation of learned skills.”

In the citing paper

“Many learning methods will perform well under interpolation conditions, but then degrade in performance under extrapolation [4].”

In the citing paper

“Given that the small sample size (n = 7) does not allow us to assume the normality of the data distribution, we used the Wilcoxon signed-rank test (Wilcoxon, 1945), a non-parametric alternative to the one-sample ttest, to analyze the preliminary efficacy outcomes.”

In the citing paper

“The Wilcoxon signed-rank test makes use of such a rank and hence, while it does not consider the evaluation measure values, it is more powerful than the sign test and its variants.”

In the citing paper

“Once we have established that a statistical difference exists within the classifiers' performance, we followed the pairwise post-hoc analysis recommended by Benavoli et al. (2016) where the average rank comparison is replaced by a Wilcoxon signed-rank test (Wilcoxon, 1945) with Holm's alpha correction (Holm, 1979; Garcia and Herrera, 2008).”