Rank 1: Algorithm Comparision Report
Algorithms Tested:
- Bayesian_MAP
- Bayesian_ML
- EBGM_Standard
- LDA_Euclidean
- LDA_ldaSoft
- PCA_Euclidean
- PCA_MahCosine
Permutation Results:
Algorithm | Mean | Mode | Lower | Upper | Mean% | Mode% | Lower% | Upper% |
Bayesian_MAP | 115.4 | 116 | 107 | 124 | 72.1% | 72.5% | 66.9% | 77.5% |
Bayesian_ML | 115.5 | 116 | 107 | 124 | 72.2% | 72.5% | 66.9% | 77.5% |
EBGM_Standard | 105.1 | 105 | 97 | 113 | 65.7% | 65.6% | 60.6% | 70.6% |
LDA_Euclidean | 101.8 | 102 | 93 | 111 | 63.6% | 63.8% | 58.1% | 69.4% |
LDA_ldaSoft | 101.9 | 102 | 93 | 111 | 63.7% | 63.8% | 58.1% | 69.4% |
PCA_Euclidean | 100.2 | 101 | 92 | 109 | 62.6% | 63.1% | 57.5% | 68.1% |
PCA_MahCosine | 115.4 | 116 | 107 | 124 | 72.1% | 72.5% | 66.9% | 77.5% |
Comparing Algorithms (Alg1 - Alg2):
Algorithm 1 | Algorithm 2 | Mean | Mode | Lower | Upper | P(Alg1 > Alg2) | P(Alg1 < Alg2) |
Bayesian_MAP |
Bayesian_ML |
-0.13 |
0 |
-3 |
2 |
0.2922 |
0.3696 |
Bayesian_MAP |
EBGM_Standard |
10.29 |
12 |
1 |
20 |
0.9772 |
0.0139 |
Bayesian_MAP |
LDA_Euclidean |
13.60 |
13 |
5 |
23 |
0.9982 |
0.0012 |
Bayesian_MAP |
LDA_ldaSoft |
13.42 |
14 |
4 |
23 |
0.9982 |
0.0010 |
Bayesian_MAP |
PCA_Euclidean |
15.16 |
14 |
6 |
24 |
0.9991 |
0.0003 |
Bayesian_MAP |
PCA_MahCosine |
-0.06 |
1 |
-10 |
10 |
0.4594 |
0.4626 |
Bayesian_ML |
EBGM_Standard |
10.41 |
11 |
1 |
20 |
0.9787 |
0.0123 |
Bayesian_ML |
LDA_Euclidean |
13.73 |
13 |
5 |
23 |
0.9980 |
0.0013 |
Bayesian_ML |
LDA_ldaSoft |
13.54 |
14 |
5 |
23 |
0.9981 |
0.0009 |
Bayesian_ML |
PCA_Euclidean |
15.29 |
15 |
7 |
24 |
0.9997 |
0.0002 |
Bayesian_ML |
PCA_MahCosine |
0.07 |
1 |
-10 |
10 |
0.4667 |
0.4554 |
EBGM_Standard |
LDA_Euclidean |
3.32 |
4 |
-7 |
14 |
0.6913 |
0.2486 |
EBGM_Standard |
LDA_ldaSoft |
3.13 |
4 |
-8 |
14 |
0.6759 |
0.2588 |
EBGM_Standard |
PCA_Euclidean |
4.87 |
5 |
-5 |
14 |
0.8163 |
0.1342 |
EBGM_Standard |
PCA_MahCosine |
-10.35 |
-11 |
-21 |
0 |
0.0223 |
0.9635 |
LDA_Euclidean |
LDA_ldaSoft |
-0.19 |
0 |
-4 |
4 |
0.3644 |
0.4279 |
LDA_Euclidean |
PCA_Euclidean |
1.56 |
1 |
-8 |
11 |
0.5836 |
0.3435 |
LDA_Euclidean |
PCA_MahCosine |
-13.66 |
-14 |
-24 |
-3 |
0.0029 |
0.9947 |
LDA_ldaSoft |
PCA_Euclidean |
1.74 |
3 |
-8 |
12 |
0.6012 |
0.3239 |
LDA_ldaSoft |
PCA_MahCosine |
-13.48 |
-13 |
-24 |
-3 |
0.0037 |
0.9929 |
PCA_Euclidean |
PCA_MahCosine |
-15.22 |
-15 |
-24 |
-6 |
0.0005 |
0.9992 |
done.