Techniques . | Homo sapiens . | Mus musculus . | Saccharomyces cerevisiae . | Arabidopsis thaliana . | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ||
Bagging | RF | 83 | 73 | 99 | 71 | 89 | 91 | 92 | 74 | 95 | 96 | 96 | 90 | 71 | 69 | 68 | 75 |
ETC | 83 | 99 | 95 | 67 | 98 | 99 | 98 | 97 | 97 | 94 | 99 | 95 | 66 | 65 | 66 | 70 | |
DT | 87 | 81 | 95 | 75 | 96 | 97 | 98 | 100 | 92 | 82 | 99 | 85 | 58 | 55 | 53 | 62 | |
BC | 79 | 95 | 75 | 59 | 92 | 93 | 94 | 97 | 97 | 100 | 95 | 95 | 68 | 60 | 62 | 69 | |
Boosting | GB | 79 | 69 | 95 | 60 | 84 | 77 | 90 | 68 | 98 | 99 | 99 | 99 | 85 | 80 | 81 | 84 |
HGB | 75 | 78 | 70 | 48 | 100 | 100 | 100 | 100 | 95 | 96 | 98 | 90 | 85 | 79 | 80 | 84 | |
AB | 75 | 95 | 61 | 53 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 84 | 78 | 79 | 82 | |
XGB | 91 | 95 | 95 | 83 | 100 | 100 | 100 | 100 | 97 | 95 | 99 | 95 | 88 | 84 | 85 | 88 |
Techniques . | Homo sapiens . | Mus musculus . | Saccharomyces cerevisiae . | Arabidopsis thaliana . | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ||
Bagging | RF | 83 | 73 | 99 | 71 | 89 | 91 | 92 | 74 | 95 | 96 | 96 | 90 | 71 | 69 | 68 | 75 |
ETC | 83 | 99 | 95 | 67 | 98 | 99 | 98 | 97 | 97 | 94 | 99 | 95 | 66 | 65 | 66 | 70 | |
DT | 87 | 81 | 95 | 75 | 96 | 97 | 98 | 100 | 92 | 82 | 99 | 85 | 58 | 55 | 53 | 62 | |
BC | 79 | 95 | 75 | 59 | 92 | 93 | 94 | 97 | 97 | 100 | 95 | 95 | 68 | 60 | 62 | 69 | |
Boosting | GB | 79 | 69 | 95 | 60 | 84 | 77 | 90 | 68 | 98 | 99 | 99 | 99 | 85 | 80 | 81 | 84 |
HGB | 75 | 78 | 70 | 48 | 100 | 100 | 100 | 100 | 95 | 96 | 98 | 90 | 85 | 79 | 80 | 84 | |
AB | 75 | 95 | 61 | 53 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 84 | 78 | 79 | 82 | |
XGB | 91 | 95 | 95 | 83 | 100 | 100 | 100 | 100 | 97 | 95 | 99 | 95 | 88 | 84 | 85 | 88 |
Techniques . | Homo sapiens . | Mus musculus . | Saccharomyces cerevisiae . | Arabidopsis thaliana . | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ||
Bagging | RF | 83 | 73 | 99 | 71 | 89 | 91 | 92 | 74 | 95 | 96 | 96 | 90 | 71 | 69 | 68 | 75 |
ETC | 83 | 99 | 95 | 67 | 98 | 99 | 98 | 97 | 97 | 94 | 99 | 95 | 66 | 65 | 66 | 70 | |
DT | 87 | 81 | 95 | 75 | 96 | 97 | 98 | 100 | 92 | 82 | 99 | 85 | 58 | 55 | 53 | 62 | |
BC | 79 | 95 | 75 | 59 | 92 | 93 | 94 | 97 | 97 | 100 | 95 | 95 | 68 | 60 | 62 | 69 | |
Boosting | GB | 79 | 69 | 95 | 60 | 84 | 77 | 90 | 68 | 98 | 99 | 99 | 99 | 85 | 80 | 81 | 84 |
HGB | 75 | 78 | 70 | 48 | 100 | 100 | 100 | 100 | 95 | 96 | 98 | 90 | 85 | 79 | 80 | 84 | |
AB | 75 | 95 | 61 | 53 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 84 | 78 | 79 | 82 | |
XGB | 91 | 95 | 95 | 83 | 100 | 100 | 100 | 100 | 97 | 95 | 99 | 95 | 88 | 84 | 85 | 88 |
Techniques . | Homo sapiens . | Mus musculus . | Saccharomyces cerevisiae . | Arabidopsis thaliana . | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ACC (%) . | Sp (%) . | Sn (%) . | MCC (%) . | ||
Bagging | RF | 83 | 73 | 99 | 71 | 89 | 91 | 92 | 74 | 95 | 96 | 96 | 90 | 71 | 69 | 68 | 75 |
ETC | 83 | 99 | 95 | 67 | 98 | 99 | 98 | 97 | 97 | 94 | 99 | 95 | 66 | 65 | 66 | 70 | |
DT | 87 | 81 | 95 | 75 | 96 | 97 | 98 | 100 | 92 | 82 | 99 | 85 | 58 | 55 | 53 | 62 | |
BC | 79 | 95 | 75 | 59 | 92 | 93 | 94 | 97 | 97 | 100 | 95 | 95 | 68 | 60 | 62 | 69 | |
Boosting | GB | 79 | 69 | 95 | 60 | 84 | 77 | 90 | 68 | 98 | 99 | 99 | 99 | 85 | 80 | 81 | 84 |
HGB | 75 | 78 | 70 | 48 | 100 | 100 | 100 | 100 | 95 | 96 | 98 | 90 | 85 | 79 | 80 | 84 | |
AB | 75 | 95 | 61 | 53 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 84 | 78 | 79 | 82 | |
XGB | 91 | 95 | 95 | 83 | 100 | 100 | 100 | 100 | 97 | 95 | 99 | 95 | 88 | 84 | 85 | 88 |
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