Beyond linear regression: mapping models in cognitive neuroscience should align with research goals

Anna A. Ivanova, Martin Schrimpf, Stefano Anzellotti +3

Many cognitive neuroscience studies use large feature sets to predict and interpret brain activity patterns. Feature sets take many forms, from human stimulus annotations to repres…