File:Nonsmooth coordinate descent.svg

Original file(SVG file, nominally 900 × 900 pixels, file size: 35 KB)

Summary

Description
English: Coordinate descent attempt in a nonsmooth function. Note that moving in any of the two coordinates will increase the value of the objective functions.
Date
Source Own work
 
This W3C-unspecified plot was created with Matplotlib.
Author Nicoguaro

Creation

This file was created with Python, SciPy and Matplotlib.

from __future__ import division
import numpy as np
import matplotlib.pyplot as plt
from matplotlib import rcParams

rcParams['font.family'] = 'serif'
rcParams['font.size'] = 16


def fun(x, y):
    return np.abs(y + x) + 3*np.abs(y - x)


X, Y = np.mgrid[-3:3:301j, -3:3:301j]
Z = fun(X, Y)
plt.figure(figsize=(10, 10))
levels = range(1,7)
CS = plt.contour(X, Y, Z, levels=levels, colors='k')
plt.clabel(CS)
plt.arrow(-2, -2, 0.5, 0, fc='r', ec='r', length_includes_head=True)
plt.arrow(-2, -2, 0, 0.5, fc='r', ec='r', length_includes_head=True)
plt.axis('image')
plt.xlabel(r'$x$', size=18)
plt.ylabel(r'$y$', size=18)
plt.title(r'$f(x,y) = |x + y| + 3|y -x|$')
plt.savefig('nonsmooth coordinate descent.svg')
plt.show()

Licensing

I, the copyright holder of this work, hereby publish it under the following license:
w:en:Creative Commons
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  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.

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9 January 2016

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Date/TimeThumbnailDimensionsUserComment
current00:16, 10 January 2016Thumbnail for version as of 00:16, 10 January 2016900 × 900 (35 KB)NicoguaroUser created page with UploadWizard
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