Table 10.
Median Number of Genes Used for Survival Data. L1 Cox, supervised principal components, Scout(1, 1) and Scout(2, 1) are compared on the Hummel, Monti, Rosenwald, and Shipp data sets over ten random training/validation/test set splits; the median number of genes used in each of the resulting models is reported.
Data Set | L1Cox | SPC | Scout(1, 1) | Scout(2, 1) |
---|---|---|---|---|
Hummel | 14 | 33 | 78 | 13 |
Monti | 18.5 | 17 | 801.5 | 144.5 |
Rosenwald | 37.5 | 32 | 294 | 85 |
Shipp | 5.5 | 10 | 4.5 | 5 |