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[WIP] FastICA rotation#9

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jejjohnson wants to merge 40 commits into
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fastica
Open

[WIP] FastICA rotation#9
jejjohnson wants to merge 40 commits into
masterfrom
fastica

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Added a fastica rotation method. Based on the scikit-learn package.

  • Still need to figure out the orthogonalization.

Got the ICA, PCA, and random rotations.
LogDetJacobian for samples and likelihood score done.
Notebook with example completed.
Added examples for RBIG components.
Added examples for RBIG blocks.
Added examples for RBIG flows.
Added example of Quantile Transform.
Added example of sampling.
Got the quantile transform.
Leaking somewhere.
Still have issues at the boundary.
There is a leaking somewhere.
Rearranged files.
Added Info Reduction.
Results look ok. Not the same though.
More Entropy measures.
Doesn't work very well though.
* Added docs
This reverts commit ba9c2b3.
working functions and scripts:
* marginal uniformization
* 1d example
* marginal icdf gaussian
* 1d example
* marginal gaussianization
* 1d and 2d example
* rbig block (mg + rot)
* 2d example
* Notebook running
* added RBIGBlock params
* Added GaussianizationFlow
* Added GaussianizationFlowModel
Conflicts:
	.gitignore
	docs/literature.md
	environment.yml
	notebooks/demo_2_it_measures.ipynb
	notebooks/rbig_demo.ipynb
	rbig/__init__.py
	rbig/information/entropy.py
	rbig/rbig.py
	setup.py
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