Table 4. Parameters of effect size measures obtained for data set 4, Var0011 (means, standard deviations, SD and coefficients of variation, CV) and for data set 5.
The experiment was performed in 10 runs with different seeds and using randomly selected 100,…,10% of the original data obtained for samples < 100% by class-proportional random Monte-Carlo [26] resampling from the original data set. The calculations were performed using the “Impact” function of our R library ImpactEffectsize” (https://cran.r-project.org/package=ImpactEffectsize).and the “cohen.d” function of the R library “psych” (https://cran.r-project.org/package=psych [42]), respectively.
“Impact” | Cohen’s d | |||||
---|---|---|---|---|---|---|
Mean | SD | CV [%] | Mean | SD | CV [%] | |
Data set 4, Var0011 | ||||||
Complete | 2.61 | 0 | 0 | 3.02 | 0 | 0 |
90% | 2.62 | 0.014 | 0.54 | 3.02 | 0.01 | 0.34 |
80% | 2.63 | 0.027 | 1.04 | 3.02 | 0.23 | 0.77 |
70% | 2.64 | 0.048 | 1.82 | 3.04 | 0.039 | 1.3 |
60% | 2.63 | 0.52 | 1.98 | 3.035 | 0.047 | 1.57 |
50% | 2.62 | 0.05 | 1.89 | 3.027 | 0.074 | 2.44 |
40% | 2.54 | 0.09 | 3.53 | 2.96 | 0.092 | 3.12 |
30% | 2.54 | 0.105 | 4.12 | 2.962 | 0.114 | 3.84 |
20% | 2.606 | 0.088 | 3.4 | 2.99 | 0.062 | 2.06 |
10% | 2.623 | 0.286 | 10.9 | 3.03 | 0.289 | 9.52 |
Data set 5 | ||||||
Complete | -0.35428 | 0 | 0 | 0.004 | 0 | 0 |
90% | -0.35446 | 0.00109 | 0.31 | 0.00464 | 0.00145 | 31.29 |
80% | -0.35401 | 0.00211 | 0.6 | 0.00455 | 0.00152 | 33.53 |
70% | -0.35426 | 0.00189 | 0.53 | 0.00493 | 0.00216 | 43.78 |
60% | -0.354 | 0.00356 | 1 | 0.00321 | 0.0027 | 84.37 |
50% | -0.35308 | 0.00365 | 1.03 | 0.00327 | 0.0033 | 101.13 |
40% | -0.35168 | 0.0043 | 1.22 | 0.00309 | 0.00369 | 119.55 |
30% | -0.35237 | 0.00501 | 1.42 | 0.00382 | 0.00429 | 112.2 |
20% | -0.35355 | 0.00633 | 1.79 | 0.00164 | 0.00722 | 441.53 |
10% | -0.35228 | 0.01105 | 3.14 | 0.00144 | 0.01237 | 856.6 |