Binary Classification as a Phase Separation Process (data repository)

This is a data repository for the paper "Binary classification as a phase separation process", by Rafael Monteiro.

Website with description of this project: https://rafael-a-monteiro-math.github.io/Binary_classification_phase_separation/index.html

Github: https://github.com/rafael-a-monteiro-math/Binary_classification_phase_separation

They contain

Examples

1D toy model examples

Computational statistics

Several trained PSBC on MNIST dataset, with different parameter configurations

Extra simulations, investigating normalization properties, low dimensional models that fail due to "too much" model compression, and comparison among ANNs, KNNs, and the PSBC in 1D

If you want to know

how to read the data

how to access computational statistics, raw data, and examples

how to use the data stored in this data repository

see the guide README.pdf on GitHub page  at Binary_Classification_Phase_Separation, where a script that downloads (and organizes) all this data is also available ("download_PSBC.sh).

I did not include a copy of the train-test set (0-1dubset of the MNIST database) in every folder with simulations. But you can find a copy of the normalized dataset in the tar ball "PSBC_Examples.tar.gz"  as

data_test_normalized_MNIST.csv and data_train_normalized_MNIST.csv.