File:Brownian bridge as a union of excursions.svg
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Summary
| DescriptionBrownian bridge as a union of excursions.svg |
English: Brownian bridge as a union of excursions.
Matplotlibimport numpy as np
import matplotlib.pyplot as plt
from matplotlib.colors import LinearSegmentedColormap
from matplotlib.collections import LineCollection
import matplotlib.patches as mpatches
n_points = 5000
t = np.linspace(0, 1, n_points)
def brownian_bridge(n):
dw = np.random.normal(0, np.sqrt(1/n), n)
w = np.cumsum(dw)
bb = w - t * w[-1]
return bb
bridge = brownian_bridge(n_points)
zero_crossings = np.where(np.diff(np.signbit(bridge)))[0]
segments = np.concatenate([[0], zero_crossings, [n_points-1]])
segments_pairs = [(segments[i], segments[i+1]) for i in range(len(segments)-1)]
plt.figure(figsize=(12, 7))
points = np.array([t, bridge]).T.reshape(-1, 1, 2)
segments_lc = np.concatenate([points[:-1], points[1:]], axis=1)
colors = np.zeros(len(segments_lc))
for i, (start, end) in enumerate(segments_pairs):
is_positive = bridge[start:end+1].mean() > 0
colors[start:end] = 1 if is_positive else 0
x_segment = t[start:end+1]
y_segment = bridge[start:end+1]
if is_positive:
plt.fill_between(x_segment, y_segment, 0, alpha=0.3, color='green', label='Positive excursion' if i == 0 else "")
else:
plt.fill_between(x_segment, y_segment, 0, alpha=0.3, color='red', label='Negative excursion' if i == 1 else "")
cmap = LinearSegmentedColormap.from_list('pos_neg', ['red', 'green'])
lc = LineCollection(segments_lc, cmap=cmap, array=colors, linewidth=1, alpha=0.4)
plt.gca().add_collection(lc)
plt.axhline(y=0, color='black', linestyle='-', alpha=0.7)
green_patch = mpatches.Patch(color='green', alpha=0.3, label='Positive excursions')
red_patch = mpatches.Patch(color='red', alpha=0.3, label='Negative excursions')
plt.title('Brownian bridge as a union of excursions', fontsize=16)
plt.xlim(0, 1)
plt.grid(False)
plt.tight_layout()
plt.savefig('brownian_bridge_excursions.svg', bbox_inches='tight')
plt.show() |
| Date | |
| Source | Own work |
| Author | Cosmia Nebula |
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| Date/Time | Thumbnail | Dimensions | User | Comment | |
|---|---|---|---|---|---|
| current | 02:10, 18 March 2025 | 1,143 × 663 (1.06 MB) | wikimediacommons>Cosmia Nebula | Uploaded while editing "Brownian excursion" on en.wikipedia.org |
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