Python ARTMAP

A Python Library of Neural network ARTMAP.

• Free software: MIT license

How install

pip install python_artmap

Features

This library contains two of the main ART neural network

• ARTMAP Fuzzy
• ART Fuzzy

How use it

import numpy as np
from python_artmap import ARTMAPFUZZY

input  = np.array([
        [0, 0], 
        [0, 1], 
        [1, 0], 
        [1, 1]        
])

output  = np.array([
        [0],
        [0],
        [0],
        [1],
])

ArtMap = ARTMAPFUZZY(input, output, rhoARTa=0.6, rhoARTb=0.9)
ArtMap.train()

ArtMap.test([0, 0]) #{'index': 0, 'ArtB': [0.0, 1.0], 'id': '0010'}
ArtMap.test([0, 1]) #{'index': 0, 'ArtB': [0.0, 1.0], 'id': '0010'}
ArtMap.test([1, 0]) #{'index': 0, 'ArtB': [0.0, 1.0], 'id': '0010'}
ArtMap.test([1, 1]) #{'index': 1, 'ArtB': [1.0, 0.0], 'id': '1000'}

Credits

This package was created with Cookiecutter and the audreyr/cookiecutter-pypackage project template.