Created
July 10, 2020 01:31
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Make image for stick-breaking process
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import numpy as np | |
import matplotlib.pyplot as plt | |
np.random.seed(6) | |
n = 5 | |
a = 3 | |
lw = 10 | |
stick_length = 1 | |
fig, ax = plt.subplots() | |
fs = 12 | |
ax.plot([0, stick_length], [n + 1, n + 1], lw=lw, color='black') | |
ax.text(0.45, n + 1.5, r'unit stick', fontsize=fs) | |
for i in range(n, 0, -1): | |
k = n - i + 1 | |
v = np.random.beta(1, a) | |
lower = stick_length * (1 - v) | |
upper = stick_length | |
ax.plot([lower, upper], [i, i], lw=lw, color='red') | |
ax.text((lower + upper) / 2, i - 0.5, r'$w_{}$'.format(k), fontsize=fs) | |
ax.plot([0, stick_length * (1 - v)], [i, i], lw=lw, color='black') | |
stick_length *= (1 - v) | |
# if k > 1: | |
# ax.text(stick_length * 0.2, i - 0.5, r'$(1 - w_{})\cdot v_{}$' | |
# .format(k - 1, k), fontsize=fs) | |
ax.text(stick_length * 0.3, -0.5, r"$\vdots$", fontsize=30, color='grey') | |
fig.patch.set_visible(False) | |
ax.axis('off') | |
plt.ylim(-1, n+2) | |
plt.show() |
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