Alternative Distributions for X = (X1, X2) | Testing Normality of X = (X1, X2) | Testing U(X) = (X1 − X2, X1 + X2) | |||||
FA | mvShapiro | Royston H | R6 | FA | mvShapiro | Royston H | |
N (0,1)*N (0,1) | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
Exponential*Exponential | 100 | 100 | 100 | 100 | 100 | 90 | 89 |
χ² (2)*χ² (2) | 100 | 100 | 100 | 100 | 100 | 90 | 89 |
χ² (5)* χ² (5) | 92 | 99 | 97 | 94 | 93 | 48 | 46 |
χ² (10)* χ² (10) | 62 | 80 | 72 | 66 | 62 | 25 | 23 |
Lognormal (0,0.5)*Lognormal (0,0.5) | 96 | 99 | 98 | 97 | 97 | 67 | 62 |
Lognormal (0,0.25)* Lognormal (0,0.25) | 48 | 62 | 57 | 50 | 49 | 20 | 18 |
Gamma (5,1)*Gamma (5,1) | 63 | 80 | 73 | 66 | 63 | 26 | 24 |
t (2)*t (2) | 96 | 98 | 98 | 98 | 96 | 84 | 75 |
t (5)*t (5) | 45 | 51 | 55 | 52 | 46 | 26 | 26 |
Beta (1, 1)*Beta (1,1) | 51 | 93 | 79 | 63 | 52 | 4 | 3 |
Beta (1,2)*Beta (1,2) | 73 | 97 | 89 | 81 | 75 | 12 | 10 |
Beta (2,2)*Beta (2,2) | 6 | 23 | 13 | 6 | 6 | 3 | 2 |
Logistic (0,1)*Logistic (0,1) | 24 | 27 | 30 | 27 | 24 | 12 | 14 |
Halfnormal*Halfnormal | 93 | 100 | 97 | 95 | 93 | 35 | 33 |
Weibull (1)*Weibull (1) | 100 | 100 | 100 | 100 | 100 | 90 | 89 |
Weibull (1.5)*Weibull (1.5) | 89 | 98 | 95 | 92 | 89 | 38 | 36 |
Pearson II (0) | 26 | 49 | 34 | 35 | 26 | 49 | 33 |
Pearson II (1) | 6 | 11 | 7 | 6 | 6 | 11 | 7 |
Pearson VII (4) | 30 | 37 | 40 | 49 | 30 | 38 | 39 |
Pearson VII (5) | 43 | 26 | 28 | 35 | 43 | 25 | 28 |
N (0, 1)*Exponential | 99 | 99 | 98 | 98 | 99 | 43 | 45 |
N (0, 1)*Beta (1, 1) | 33 | 47 | 40 | 23 | 32 | 5 | 32 |
N (0, 1)*Beta (1, 2) | 51 | 61 | 55 | 38 | 52 | 9 | 54 |
N (0, 1)*Halfnormal | 75 | 80 | 75 | 68 | 75 | 17 | 42 |
N(0, 1)*Gamma(5, 1) | 41 | 47 | 43 | 34 | 41 | 14 | 3 |
N(0, 1)*t(2) | 81 | 82 | 84 | 81 | 81 | 51 | 7 |
N(0, 1)*t(5) | 28 | 30 | 33 | 30 | 29 | 14 | 9 |
N(0, 1)*Chisq(2) | 99 | 100 | 99 | 97 | 99 | 42 | 7 |
N(0, 1)*Chisq(5) | 73 | 79 | 74 | 60 | 74 | 21 | 1 |
N(0, 1)*Weibull(1) | 99 | 99 | 99 | 99 | 99 | 44 | 47 |
N(0, 1)*Weibull(1.5) | 68 | 74 | 69 | 62 | 68 | 18 | 47 |
NMIX(.5, 2,0,0) | 10 | 4 | 3 | 7 | 11 | 19 | 14 |
NMIX(.5, 2, 0,0.9) | 66 | 53 | 56 | 67 | 67 | 62 | 61 |
NMIX(.75, 2, .9, 0) | 86 | 85 | 69 | 84 | 86 | 69 | 71 |
NMIX(.75, 2, 0, .9) | 51 | 6 | 15 | 47 | 53 | 65 | 63 |