File:Laplace mechanism.png
Laplace_mechanism.png (528 × 417 pixels, file size: 22 KB, MIME type: image/png)
Captions
Summary[edit]
Illustration of the Laplace additive noise mechanism for enforcing w:differential privacy. Created using the following Python code, released by the author into public domain.
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.colors as colors
import scipy.stats as stats
plt.rc('text', usetex=True)
plt.rc('font', family='serif')
_, ax = plt.subplots()
mu, sigma = 0, 2.
x = np.linspace(mu - 3 * sigma - 1, mu + 3 * sigma + 1, 1000)
d1 = lambda x: stats.laplace.pdf(x, mu, sigma)
d2 = lambda x: stats.laplace.pdf(x, mu + 1, sigma)
ax.plot(x, d1(x), c=colors.CSS4_COLORS['royalblue'], linewidth=4, alpha=.7)
ax.plot(x, d2(x), c=colors.CSS4_COLORS['crimson'], linewidth=4, alpha=.7)
# Hide the right and top spines
ax.spines['right'].set_visible(False)
ax.spines['top'].set_visible(False)
ax.spines['left'].set_visible(False)
ax.spines['bottom'].set_position(('data', 0))
ax.tick_params(axis='x', length=6, width=1)
plt.xticks(size=16, alpha=.7)
ax.yaxis.set_visible(False)
ax.annotate(r'$\mathrm{Lap}(0,2)$',
xy=(-1.1, d1(-1)),
xytext=(-2.5, d1(-1) + .01),
horizontalalignment='right',
fontsize=20,
arrowprops=dict(facecolor='black', alpha=.5, headlength=5, headwidth=5, width=1))
ax.annotate(r'$\mathrm{Lap}(1,2)$',
xy=(2.1, d2(2)),
xytext=(4, d2(2) + .01),
horizontalalignment='left',
fontsize=20,
arrowprops=dict(facecolor='black', alpha=.5, headlength=5, headwidth=5, width=1))
# plt.show()
plt.savefig('laplace.png', transparent=True, bbox_inches='tight')
Licensing[edit]
This file is made available under the Creative Commons CC0 1.0 Universal Public Domain Dedication. | |
The person who associated a work with this deed has dedicated the work to the public domain by waiving all of their rights to the work worldwide under copyright law, including all related and neighboring rights, to the extent allowed by law. You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission.
http://creativecommons.org/publicdomain/zero/1.0/deed.enCC0Creative Commons Zero, Public Domain Dedicationfalsefalse |
File history
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Date/Time | Thumbnail | Dimensions | User | Comment | |
---|---|---|---|---|---|
current | 00:37, 19 April 2019 | 528 × 417 (22 KB) | Rc4 (talk | contribs) | Color palette adjusted. | |
23:40, 16 April 2019 | 528 × 417 (22 KB) | Rc4 (talk | contribs) | Margins reduced. | ||
23:29, 16 April 2019 | 640 × 480 (22 KB) | Rc4 (talk | contribs) | Illustration of the Laplace additive noise mechanism for enforcing differential privacy. Created with matplotlib. |
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Horizontal resolution | 39.37 dpc |
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