Koopman ML

Because this was developed using Pymp in a Unix environment, some of this code cannot be run on Windows. Our dataset was found on Kaggle

Installation

Use the package manager pip to install required packages.

pip install -r requirements.txt

To calculate the epsilon values from the gEDMD method:

python generator.py

To list the previously calculated epsilon values:

python loader.py

Name		Name	Last commit message	Last commit date
Latest commit History 23 Commits
.gitignore		.gitignore
ExportedCoinData - Copy.csv		ExportedCoinData - Copy.csv
ExportedCoinData.csv		ExportedCoinData.csv
README.md		README.md
SINDy.py		SINDy.py
appendix.pdf		appendix.pdf
auto_test.py		auto_test.py
blockchaindata.R		blockchaindata.R
blockchaindataupdate.R		blockchaindataupdate.R
coindata30.RDS		coindata30.RDS
coindata30New.RDS		coindata30New.RDS
coindataBalanced.RDS		coindataBalanced.RDS
coindataBalancedWide.RDS		coindataBalancedWide.RDS
coindataFullPanel.RDS		coindataFullPanel.RDS
coindatav1.csv		coindatav1.csv
coindatav2.csv		coindatav2.csv
coindatav3.csv		coindatav3.csv
coindatav4.csv		coindatav4.csv
gedmd_epsilons.csv		gedmd_epsilons.csv
gedmd_epsilons.npy		gedmd_epsilons.npy
generator.py		generator.py
linear_model.py		linear_model.py
loader.py		loader.py
monomials.py		monomials.py
normality.R		normality.R
normality.py		normality.py
observables.py		observables.py
reader.py		reader.py
requirements.txt		requirements.txt