From: FiGS: a filter-based gene selection workbench for microarray data
Dataset | Feature selection method | k | Gene expression pattern | Feature discretization | Feature vector addition | Classifier | Error |
---|---|---|---|---|---|---|---|
Leukemia | Wilcoxon rank sum test | 10 | Down-regulated | Not apply | Not apply | SVM | 0.02 |
Leukemia | Wilcoxon rank sum test | 10 | Down-regulated | Not apply | Not apply | RF | 0.02 |
Leukemia | Wilcoxon rank sum test | 10 | Down-regulated | Not apply | Apply | SVM | 0.02 |
Leukemia | Wilcoxon rank sum test | 10 | Down-regulated | Not apply | Apply | RF | 0.02 |
Leukemia | Wilcoxon rank sum test | 10 | Down-regulated | Apply | Not apply | SVM | 0.02 |
Leukemia | Information gain method | 10 | Down-regulated | Not apply | Not apply | SVM | 0.02 |
Leukemia | Information gain method | 10 | Down-regulated | Not apply | Not apply | RF | 0.02 |
Leukemia | Information gain method | 10 | Down-regulated | Not apply | Apply | SVM | 0.02 |
Leukemia | Information gain method | 10 | Down-regulated | Not apply | Apply | RF | 0.02 |
Leukemia | Information gain method | 10 | Down-regulated | Apply | Not apply | SVM | 0.02 |
Leukemia | Information gain method | 10 | Down-regulated | Apply | Not apply | RF | 0.02 |
Colon | Information gain method | 30 | Up-regulated | Not apply | Not apply | RF | 0.11 |
Prostate | Information gain method | 25 | Total | Not apply | Not apply | RF | 0.05 |
Adenocarcinoma | Wilcoxon rank sum test | 10 | Up-regulated | Not apply | Not apply | RF | 0.10 |
Breast | Wilcoxon rank sum test | 15 | Down-regulated | Not apply | Apply | SVM | 0.31 |
Breast | Information gain method | 15 | Down-regulated | Not apply | Apply | SVM | 0.31 |
DLBCL | Wilcoxon rank sum test | 20 | Total | Not apply | Not apply | RF | 0.08 |