This folder contains all the code to reproduce the experiments from our submission.
- The code in the
jitkrittum
folder is the original source code from Jitkrittum et al.. - The code in the
src
folder is closely modeled on Jitkrittum et al., but it has been refactored and extended for SpInOpt-MMD. - The experiments in the
experiments
folder are closely modeled on the experimental setting of Jitkrittum et al. for best comparability.
Therefore, we include the original license and copyright statement in the jitkrittum
folder (LICENSE_interpretable-test.txt
).
Please note that this copyright applies to all parts on the code which are taken from Jitkrittum et al.
All data used in this analysis was obtained from public repositories (that may require registration for their access). These include:
Benchmark data sets:
Biological data sets
- ADNI data: MR images obtained from https://adni.loni.usc.edu/ - check this publication for details regarding patient selection and data preprocessing
- PBMC data: data were obtained from 10X Genomics - check this publication for details regarding data preprocessing.
- DRIAMS data: data were obtained from the Dryad repository - check this publication for details regarding data preprocessing for the two selected examples
- TCGA LGG whole genome sequencing data (ATRX mutation status) were obtained from https://portal.gdc.cancer.gov/
- TCGA-LGG MR images were obtained from The Cancer Imaging Archive