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scspinney / pgm-fmri

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Project Report #7

Open amimem opened 3 years ago

amimem commented 3 years ago

Outline (feel free to edit it):

Abstract
Introduction
- Univariate voxel-wise analysis
- Sparse logistic regression
- ILC
- O.O.D gerealization
- Causality
Experiments
- Methodology
- Synthetic dataset generation
- fMRI dataset preprocessing
- MNIST (?)
- Measures of interest
- Results
- Graphs for parameter overlaps
- Training/Test accuracy ( as a function of ILC, l1,l2)
- Gradient correlations as a function of threshold
- KL divergence on test set before and after ILC + reg
- Graphs of evolution for some remaining nonzero weights after all epochs -Conclusions
- Robustness/accuracy trade-off
- Better results ? (Hopefully !)
Appendix
- Formulas and derivations
- More graphs !