The PHOTON Wizard enables you to design complex machine learning pipelines in PHOTON without the need to code.
Ramona Leenings, Nils Winter
AI and Machine Learning in Psychiatry Group
University of Muenster
PHOTON-Genetics enables loading and preprocessing of genetic data based on the PLINK package.
Prof. Dr. B. Müller-Myhsok
Statistical Genetics
Max Planck Institute of Psychiatry Munich
PHOTON-Neuro enables loading and proprecessing neuroimaging data such as structural and functional Magnetic Resonance Imaging (MRI) data. In addition, it supports a range of advanced feature extraction and feature engineering as well as atlas-based analyses.
Prof. Dr. Dr. U. Dannlowski
Translational Psychiatry Group
University of Muenster
PHOTON-Now enables loading and proprecessing temporal (i.e. time-series) data with a focus on neuroimaging modalities (such as EEG, MEG and resting-state functional MRI) and smartphone sensor data. In addition, it supports a range of advanced time-series analysis tools based on Deep Learning (e.g. LSTMs) and Complex Systems Analysis (e.g. stochastic differential equation modeling).
PD Dr. T. Hahn & Dr. O. Kamps
AI and Machine Learning in Psychiatry Group, Center for Nonlinear Science
University of Muenster
PHOTON-Repository is a platform enabling direct sharing of pre-trained machine learning models - PHOTON-based or otherwise - with the community. It thus allows researchers to disseminate their accomplishments while simultaneously providing a hub for all reseachers seeking state-of-the-art models. Thereby, PHOTON-Repository fosters and supports current efforts towards replicability and real-life validation.
PHOTON Team
AI and Machine Learning in Psychiatry Group
University of Muenster
PHOTON-eDoc is a growing set of tools and algorithms enabling the analysis of real-life clinical data including for example psychometric data and text from eletronic patient records. It is designed specifically for unstructured data which would otherwise be difficult to handle in machine learning analyses.
Dr. med. Nils Opel, PD Dr. T. Hahn
Translational Psychiatry Group & AI and Machine Learning in Psychiatry Group
University of Muenster
We re-invented the wheel so many times in our work, that we feel the need to create a place where we can all share our best ideas - not as a paper, but in a form usable right away for everyone. Let others benefit from your work - benefit from others' work.