SVM prediction models used neural correlates of a psychopathic traits. SVM of VBM differentiated individuals with and without elevated psychopathic traits. SVM of VBM differentiated individuals with psychopathic traits and healthy controls. Additional personality measures could be used to aid in diagnosis and treatment.