[python]minepy安装后测试代码

from minepy import MINE
import numpy as np

def print_stats(mine):
    print("MIC", mine.mic())
    print("MAS", mine.mas())
    print("MEV", mine.mev())
    print("MCN (eps=0)", mine.mcn(0))
    print("MCN (eps=1-MIC)", mine.mcn_general())
    print("GMIC", mine.gmic())
    print("TIC", mine.tic())

x = np.linspace(0, 1, 1000)
y = np.sin(10 * np.pi * x) + x
mine = MINE(alpha=0.6, c=15, est="mic_approx")
mine.compute_score(x, y)

print("Without noise:")
print_stats(mine)

np.random.seed(0)
y +=np.random.uniform(-1, 1, x.shape[0]) # add some noise
mine.compute_score(x, y)

print("With noise:")
print_stats(mine)