Table 3. Comparisons with previously reported results.
References | Biomarkers (No.) | Model | Test Error | AUC |
---|---|---|---|---|
This study | Adducts of estrogen quinone (4) | MLP | 0.0011 | 1 |
[4] | SNP (1) | NB | 0.33 | – |
[4] | SNP (2) | DT | 0.32 | – |
[4] | SNP (3) | SVM | 0.31 | – |
[9] | Serum proteins, Age, Race (100) | DF | – | 0.84 |
[10] | Serum proteins (3) | BMA | 0.15 | 0.82 |
[6] | Gene expression | PLSR | 0.205 | 0.88 |
[32] | SNP from GWAS | KNN | 0.3975 | – |
[33] | Gene expression (42) | SVM | – | 0.7879 |
[5] | SNP (200) | SVM | 0.0395 | 0.94 |
[34] | Mammogram | RF | 0.0838 | 0.938 |
NC | 0.0859 | 0.962 | ||
KNN | 0.0644 | 0.967 |
BMA, Bayesian modeling averaging; DF, Data fusion; DT, Decision tress
GWAS, Genome-wide association study; KNN, K-nearest neighbors
MLP, Multilayer perceptron; NB, Niäve Bayes; NC, Nearest centroid
PLSR, Partial least square regression; RF, Random forest; SNP, Single nucleotide polymorphism
SVM, Support vector machine.