Table 1.
Marker Set Size | SNP | mRNA | CNV | microRNA | Protein | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8 | RFE | ET | 0.8598 | RFE | ET | 0.9585 | RFE | LR | 0.7198 | RFE | RF | 0.8352 | RFE | ET | 0.9426 |
RFE | RF | 0.8591 | RFE | RF | 0.9554 | ET | LR | 0.7115 | RFE | SVM | 0.8352 | ET | ET | 0.9394 | |
RFE | SVM | 0.8321 | RFE | SVM | 0.9521 | RF | LR | 0.71 | RFE | KNN | 0.8295 | RFE | RF | 0.9382 | |
ET | ET | 0.8295 | RFE | LR | 0.951 | RFE | ET | 0.691 | RFE | ET | 0.8275 | RF | ET | 0.9376 | |
RFE | KNN | 0.9467 | RFE | RF | 0.6802 | Anova | SVM | 0.8089 | ET | RF | 0.9312 | ||||
Anova | LR | 0.8051 | RF | RF | 0.9272 | ||||||||||
RF | ET | 0.8028 | |||||||||||||
RF | RF | 0.8027 | |||||||||||||
RFE | LR | 0.8021 | |||||||||||||
RF | LR | 0.802 | |||||||||||||
16 | RFE | ET | 0.922 | RFE | ET | 0.972 | ET | LR | 0.7616 | RFE | SVM | 0.8758 | RFE | ET | 0.9666 |
RFE | RF | 0.9162 | RFE | LR | 0.9709 | RFE | LR | 0.7607 | RFE | KNN | 0.8704 | ET | ET | 0.9582 | |
RFE | SVM | 0.9111 | RFE | RF | 0.9681 | RF | LR | 0.7468 | RFE | RF | 0.8671 | RFE | RF | 0.9565 | |
RFE | KNN | 0.9033 | RFE | SVM | 0.968 | RFE | ET | 0.8597 | |||||||
ET | ET | 0.8997 | RFE | Cos | 0.9663 | RFE | LR | 0.8535 | |||||||
RFE | LR | 0.897 | Anova | SVM | 0.8496 | ||||||||||
RF | ET | 0.896 | |||||||||||||
ET | RF | 0.8914 | |||||||||||||
32 | RFE | LR | 0.9685 | RFE | LR | 0.9759 | RFE | LR | 0.8194 | RFE | KNN | 0.8806 | RFE | ET | 0.9792 |
RFE | SVM | 0.9674 | RFE | ET | 0.9757 | RFE | RF | 0.8801 | |||||||
RFE | KNN | 0.966 | RF | LR | 0.9747 | RFE | ET | 0.8717 | |||||||
RFE | ET | 0.9646 | RFE | Cos | 0.9736 | RFE | SVM | 0.8679 | |||||||
RFE | RF | 0.9577 | RFE | RF | 0.9734 | RFE | LR | 0.866 | |||||||
RFE | SVM | 0.9734 | |||||||||||||
64 | RFE | KNN | 0.9911 | RF | LR | 0.9789 | RFE | LR | 0.8379 | RFE | KNN | 0.8746 | RFE | ET | 0.979 |
RFE | LR | 0.9892 | RFE | LR | 0.9777 | RFE | LR | 0.8688 | RFE | LR | 0.9782 | ||||
RF | LR | 0.9862 | RFE | Cos | 0.977 | RFE | RF | 0.8682 | RF | LR | 0.9731 | ||||
RFE | SVM | 0.9843 | RFE | ET | 0.976 | RF | LR | 0.8595 | RFE | KNN | 0.9727 | ||||
ET | LR | 0.9837 | RFE | RF | 0.9757 | RF | Corr | 0.8585 | |||||||
RF | RF | 0.9755 | RFE | ET | 0.8578 | ||||||||||
ET | LR | 0.9741 | RF | KNN | 0.8574 | ||||||||||
RF | ET | 0.9737 | RFE | SVM | 0.8568 | ||||||||||
RFE | SVM | 0.9733 | Anova | KNN | 0.8564 | ||||||||||
ET | RF | 0.9728 | Anova | LR | 0.8557 | ||||||||||
RFE | Corr | 0.9709 | ET | LR | 0.8539 | ||||||||||
RFE | Corr | 0.8537 | |||||||||||||
ET | Corr | 0.8536 | |||||||||||||
ET | KNN | 0.852 | |||||||||||||
RFE | Cos | 0.8492 | |||||||||||||
96 | RFE | KNN | 0.9933 | RF | LR | 0.9808 | RFE | LR | 0.847 | RFE | LR | 0.8697 | RF | LR | 0.979 |
RF | LR | 0.9918 | RFE | LR | 0.9787 | ET | LR | 0.8292 | RF | KNN | 0.8657 | RFE | LR | 0.9779 | |
RFE | LR | 0.9916 | RF | RF | 0.9774 | RF | LR | 0.8643 | ET | LR | 0.9768 | ||||
ET | LR | 0.9909 | RFE | Cos | 0.977 | ET | LR | 0.8634 | RFE | ET | 0.9765 | ||||
RFE | RF | 0.9762 | RFE | RF | 0.8633 | ET | ET | 0.9734 | |||||||
ET | LR | 0.9761 | RF | Corr | 0.863 | RF | ET | 0.973 | |||||||
ET | RF | 0.9758 | ET | Corr | 0.8629 | ||||||||||
RF | ET | 0.9746 | RFE | KNN | 0.8628 | ||||||||||
RFE | ET | 0.9744 | ET | KNN | 0.8613 | ||||||||||
Anova | KNN | 0.8596 | |||||||||||||
Anova | LR | 0.8573 | |||||||||||||
RFE | SVM | 0.853 | |||||||||||||
ET | RF | 0.8483 | |||||||||||||
RFE | Corr | 0.8477 | |||||||||||||
RF | SVM | 0.8474 |
Table of AUC for top performing models for each data type and grouped by marker set size.