Figure 2: Results of simulation study with correlation coefficient ?=0.5. Performance comparisons of PTIFS, pathwayRF, ls-svm, Global ANCOVA and Roast methods Accuracy of identifying gene set for cross-validation AUC, p-values of AUC statistic, pathway RF method, ls-svm method, global F statistics and p-values of roast method.