NeuroMiner has been continuously developed by Nikolaos Koutsouleris, Clara Vetter and Ariane Wiegand since 2009 to provide clinical researchers with cutting-edge machine learning methods for the analysis of heterogeneous data, such as clinical and neurocognitive read-outs, structural and functional neuroimaging data, and genetic information.
The program is an interface to a large variety of unsupervised and supervised pattern recognition algorithms that have been developed in the machine learning field over the last decades. Furthermore, the application implements different strategies for preprocessing, filtering and fusion of heterogeneous data, training ensembles of predictors, and for the visualization and testing of the significance of the computed predictive patterns.
The current release 1.2 of NeuroMiner has been tested in the Section for Precision Psychiatry at LMU Munich, Germany on a variety of datasets containing healthy controls and patients with psychiatric disorders, and it was designed specifically to create robust models with a high probability of generalization to new datasets.
To use NeuroMiner, download this repository and add the directory to your Matlab path (including subdirectories). For further information on installation and configuration see the installation guide.
To get a detailed overview of the functionalities and how to use it, see NeuroMiner's GitHub Pages.
Koutsouleris, Vetter & Wiegand (2023). Neurominer [Computer software]. Retrieved from https://github.com/neurominer-git/NeuroMiner_1.2
NeuroMiner is copyright, distributed under the GNU General Public License.
This does not apply to any third-party software used by NeuroMiner. These is subject to the original license they were first distributed under.
NeuroMiner is free software; you can distribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version.
For more details on “copyleft”, see https://www.gnu.org/copyleft/
NeuroMiner is supplied as is: No formal support or maintenance is provided or implied.