Figure 1. Visual summary of studies using regression-based machine learning approaches to predict continuous variables.
(A) There is an obviously increasing trend in the number of papers published each year since 2010. (B) The overall prediction accuracy against the corresponding sample size used in the studies. (C) The type of behaviors of interest that are used as the target measures among all surveyed studies. (D) Cognitive metrics adopted in our surveyed studies. (E) Distribution of prediction accuracy for healthy subjects and patients with brain disorders shown as boxplot plot (left) and kernel density (right). (F) Distribution of prediction accuracy from studies using multimodal or unimodal data.