Figure 5.

Plots illustrating the dynamic range of different regularizers in (Prediction, Reproducibility) space, for representative Linear Discriminant (LD) classifier, and the intermediate ATvFX contrast. Points represent the median (P _test, R) values for each model, with upper and lower quartile error bars. We show median performance metrics under three different optimization criteria: (A) maximized prediction P _valid, (B) minimization of the D(P _valid, R) metric which equally weights P and R (this is the metric used for all previous results), and (C) maximized reproducibility R. Results are shown for the maximum sample size (N _block = 16). [Color figure can be viewed in the online issue, which is available at http://wileyonlinelibrary.com.]