Figure 8

Comparison of statistical power of classifiers under balanced versus unbalanced class distributions. Each dataset included 1000 features per subject with k= 1%, where features were distributed according to a Gaussian distribution within each class. A balanced design including 150 subjects in each class was compared to an unbalanced design of 100 cases and 200 controls. Results are based on 100 simulated datasets.