File:Dirichlet distributions.png

Original file(885 × 763 pixels, file size: 191 KB, MIME type: image/png)

Captions

Captions

Add a one-line explanation of what this file represents

Summary edit

Description Several images of probability densities of the Dirichlet distribution as functions on the 2-simplex. Clockwise from top left: α = (6,2,2), (3,7,5), (6,2,6), (2,3,4).
Source en:Image:Dirichlet_distributions.png
 
This diagram was created with Mathematica.
Author en:User:ThG
This graph image could be re-created using vector graphics as an SVG file. This has several advantages; see Commons:Media for cleanup for more information. If an SVG form of this image is available, please upload it and afterwards replace this template with {{vector version available|new image name}}.


It is recommended to name the SVG file “Dirichlet distributions.svg”—then the template Vector version available (or Vva) does not need the new image name parameter.

Licensing edit

This work is ineligible for copyright and therefore in the public domain because it consists entirely of information that is common property and contains no original authorship.
Public domain This work has been released into the public domain by its author, ThG at English Wikipedia. This applies worldwide.
In some countries this may not be legally possible; if so:
ThG grants anyone the right to use this work for any purpose, without any conditions, unless such conditions are required by law.

Mathematica Source code edit

(* matrix mapping standard basis in R^2 to two sides of equilateral triangle T *)
M = {{1, Cos[Pi/3]}, 
     {0, Sin[Pi/3]}};
Mi = Inverse[M];

(* map a point in the triangle T to the corresponding point on the standard 2-simplex S *) 
TtoS[xy_] := Module[{p1, p2}, {p1, p2} = Mi . xy; {p1, p2, 1 - p1 - p2}];

(* calculate the probability density as a function on T *)
f[xy_, a_] := Module[{a1, a2, a3, x, y, z, B},
    {a1, a2, a3} = a;
    {x, y, z} = TtoS[xy];
    B = Gamma[a1 + a2 + a3]/(Gamma[a1] * Gamma[a2] * Gamma[a3]);
    B*(x^(a1 - 1))*(y^(a2 - 1))*(z^(a3 - 1))];

(* recursively tesselate triangle (x1, x2, x3) by bisecting its edges and return
   a list of triangles as in input suitable for Graphics3D *)
Tesselate[x1_, x2_, x3_, alpha_] := 
  Module[ {d1 = (x2 - x1), d2 = (x3 - x2), d3 = (x1 - x3), m, g}, 
    m = Max[{d1.d1, d2.d2, d3.d3}];
    If[ m < 0.0002, (* stop when the length of every edge is below threshold *)
      {{EdgeForm[], (* don't display edges of triangles *)
          Polygon[ {
              {x1[[1]], x1[[2]], f[x1, alpha]}, 
              {x2[[1]], x2[[2]], f[x2, alpha]},
              {x3[[1]], x3[[2]], f[x3, alpha]}}]}},
      Module[{m1 = .5*(x1 + x2), m2 = .5*(x2 + x3), m3 = .5*(x3 + x1)},
        Join[
          Tesselate[x1, m1, m3, alpha],
          Tesselate[m1, x2, m2, alpha],
          Tesselate[m3, m1, m2, alpha],
          Tesselate[m3, m2, x3, alpha]] ]]] 

Show[Graphics3D[Tesselate[{0, 0},  {1, 0}, {Cos[Pi/3], Sin[Pi/3]}, 
      {7, 2, 3} (* alpha *) ]],
  (* stupid display options *)
  Boxed -> False, 
  PlotRange -> { {0, 1}, {0, 1}, {0, 15}}, 
  AxesEdge -> {None, None, {-1, -1}},
  Axes -> True,
  FaceGrids -> { {0, -1, 0}},
  BoxRatios -> {1, 1, .6}]

File history

Click on a date/time to view the file as it appeared at that time.

Date/TimeThumbnailDimensionsUserComment
current16:52, 2 October 2016Thumbnail for version as of 16:52, 2 October 2016885 × 763 (191 KB)Cmdrjameson (talk | contribs)Compressed with pngout. Reduced by 145kB (43% decrease).
21:00, 14 October 2007Thumbnail for version as of 21:00, 14 October 2007885 × 763 (337 KB)Euku (talk | contribs){{Information |Description= |Source= |Date= |Author= |Permission= |other_versions= }} == Summary == Several images of probability densities of the Dirichlet distribution as functions on the 2-simplex. Clockwise from top left: ''α'' = (6,2,2), (3,7,5),

File usage on other wikis

The following other wikis use this file: