Graphical-model-based multivariate analysis (GAMMA): an open-source, cross-platform software suite for the analysis of high-dimensional data

摘要

The GAMMA suite is an open-source cross-platform data-mining software package designed for high-dimensional data. Analyzing high-dimensional data, such as brain-image volumes, is a very challenging problem, due to undersampling, and due to the potential for multivariate nonlinear interactions among variables. The GAMMA suite provides a set of tools, including GAMMA, GAMMA with ensemble learning, and regional state inference, to facilitate the analysis of these data.