Table 5.
Comparison of the classification results
| Data-sets | Classifiers | Performance measures | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Accuracy | Sensitivity | Specificity | Error Rate | Precision | PLR | NLR | PPV | NPV | ||
| Hepatitis | TRiNF |
92.59 (78.36) |
93.75 (81.45) |
91.00 (74.55) |
7.41 (21.64) |
93.43 (79.72) |
10.41 (3.20) |
0.07 (0.25) |
0.93 (0.80) |
0.91 (0.77) |
| FN [65] | 88.38 (72.34) |
89.12 (74.64) |
87.38 (69.51) |
11.62 (27.66) |
90.39 (75.18) |
7.06 (2.45) |
0.12 (0.36) |
0.90 (0.75) |
0.86 (0.69) |
|
| NN [53] | 81.76 (70.54) |
83.16 (73.33) |
79.91 (67.25) |
18.24 (29.46) |
84.64 (72.53) |
4.14 (2.24) |
0.21 (0.4) |
0.85 (0.73) |
0.78 (0.68) |
|
| C4.5 [67] | 80.16 (69.34) |
81.91 (71.28) |
77.88 (66.82) |
19.84 (30.66) |
82.8 (73.63) |
3.70 (2.15) |
0.23 (0.43) |
0.83 (0.74) |
0.77 (0.64) |
|
| ID3 [66] | 73.55 (62.93) |
76.10 (65.85) |
70.48 (59.07) |
26.45 (37.07) |
75.55 (68.00) |
2.58 (1.61) |
0.34 (0.58) |
0.76 (0.68) |
0.71 (0.57) |
|
| SVM [53] | 79.16 (69.74) |
83.05 (70.17) |
73.53 (69.12) |
20.84 (30.26) |
81.94 (76.67) |
3.14 (2.27) |
0.23 (0.43) |
0.82 (0.77) |
0.75 (0.62) |
|
| NB [53] | 80.96 (70.94) |
85.08 (70.51) |
75.00 (71.57) |
19.04 (29.06) |
83.11 (78.20) |
3.40 (2.48) |
0.20 (0.41) |
0.83 (0.78) |
0.78 (0.63) |
|
| KNN [53] | 76.55 (67.33) |
81.02 (66.78) |
70.10 (68.14) |
23.45 (32.67) |
79.67 (75.19) |
2.71 (2.1) |
0.27 (0.49) |
0.80 (0.75) |
0.72 (0.59) |
|
| KLS [19] * | 90.78 (77.15) |
91.19(80) | 90.20 (73.04) |
9.22 (22.85) |
93.08 (81.10) |
9.3 (2.97) |
0.1 (0.27) |
0.93 (0.81) |
0.88 (0.72) |
|
| NFKN [23] * | 91.18 (77.56) |
91.53 (80.34) |
90.69 (73.53) |
8.82 (22.44) |
93.43 (81.44) |
9.83 (3.04) |
0.09 (0.27) |
0.93 (0.81) |
0.88 (0.72) |
|
| Thrombosis | TRiNF |
91.69 (77.14) |
93.04 (81.91) |
89.53 (69.67) |
8.31 (22.86) |
93.43 (80.88) |
8.88 (2.70) |
0.08 (0.26) |
0.93 (0.81) |
0.89 (0.71) |
| FN [65] | 87.27 (74.03) |
90.08 (78.60) |
82.77 (66.78) |
12.73 (25.97) |
89.33 (78.94) |
5.23 (2.37) |
0.12 (0.32) |
0.89 (0.79) |
0.84 (0.66) |
|
| NN [53] | 80.65 (69.74) |
84.31 (74.36) |
73.99 (62.42) |
19.35 (30.26) |
85.51 (75.81) |
3.24 (1.98) |
0.21 (0.41) |
0.86 (0.76) |
0.72 (0.61) |
|
| C4.5 [67] | 79.35 (67.53) |
84.29 (72.55) |
70.71 (59.67) |
20.65 (32.47) |
83.43 (73.81) |
2.88 (1.8) |
0.22 (0.46) |
0.83 (0.74) |
0.72 (0.58) |
|
| ID3 [66] | 70.26 (61.17) |
76.60 (69.04) |
59.58 (48.29) |
29.74 (38.83) |
76.13 (68.61) |
1.9 (1.34) |
0.39 (0.64) |
0.76 (0.69) |
0.6 (0.49) |
|
| SVM [53] | 81.56 (71.30) |
77.86 (71.90) |
86.00 (70.57) |
18.44 (28.70) |
86.97 (74.57) |
5.56 (2.44) |
0.26 (0.4) |
0.87 (0.75) |
0.76 (0.68) |
|
| NB [53] | 82.73 (71.82) |
79.76 (73.10) |
86.29 (70.29) |
17.27 (28.18) |
87.47 (74.70) |
5.82 (2.46) |
0.23 (0.38) |
0.87 (0.75) |
0.78 (0.69) |
|
| KNN [53] | 79.61 (69.61) |
74.05 (65.95) |
86.29 (74.0) |
20.39 (30.39) |
86.63 (75.27) |
5.40 (2.54) |
0.30 (0.46) |
0.87 (0.75) |
0.73 (0.64) |
|
| KLS [19] * | 90.13 (76.62) |
88.81 (73.57) |
91.71 (80.29) |
9.87 (23.38) |
92.79 (81.75) |
10.72 (3.73) |
0.12 (0.33) |
0.93 (0.82) |
0.87 (0.72) |
|
| NFKN [23] * | 89.22 (75.06) |
92.86 (74.05) |
84.86 (76.29) |
10.78 (24.94) |
88.04 (78.93) |
6.13 (3.72) |
0.08 (0.74) |
0.88 (0.79) |
0.91 (0.71) |
|
() value inside the parentheses represents the classification results without TDA process,
* state of art methods