Additional file 2.Classification results for our own data. Cross-validation results for 43 classification methods available in the Weka software. Each method was evaluated using leave-one-out cross-validation (46 testing and training cycles per method, with one sample left out for testing in each run). In general, non-symbolic methods which use values from all genes for the classification performed better than symbolic methods which attempt to single out a subset of genes on which to base the classification. The best-performing classifier VFI (Voting Features Interval) only misclassified two samples in the cross-validation. Format: XLS Size: 24KB Download file This file can be viewed with: Microsoft Excel Viewer Karlsson et al. BMC Cancer 2008 8:254 doi:10.1186/1471-2407-8-254 |