evaluation decribed

Matlab/dataSetsViz.m

@@ -0,0 +1,36 @@
+close all
+hFig = figure(1);
+set(hFig, 'Position', [100 100 1000 300])
+
+x = [-3:.1:3];
+norm = normpdf(x,0,1);
+
+rndDeviation = 1;
+rndMean = 0;
+noPoints = 40;
+rndSample = rndDeviation.*randn(noPoints,1) + rndMean; 
+rndSample = sort(rndSample);
+rndLabels = sign(rndSample);
+rndInitLabels = rndLabels;
+
+noFalseFields = 5; % number of distributions used to insert possible true rejects
+
+
+for i = 1:noFalseFields
+    rndMeanFalse = round(((noPoints/2)*rand)+(noPoints/4)); % random number in the intervall of 0 to 1000
+    rndDeviationFalse = 2; % flip label of this amount of points around the mean
+    noFalsePoints = 5;
+    rndSampleFalse = unique(round(rndDeviationFalse.*randn(noFalsePoints,1) + rndMeanFalse));
+    for j = 1:size(rndSampleFalse)
+        rndLabels(rndSampleFalse(j)) = rndLabels(rndSampleFalse(j)) * -1; % flip labels
+    end
+end
+
+rndLabels(rndLabels == 1) = 2;
+rndLabels(rndLabels == -1) = 1;
+
+hold on
+scatter(rndSample(rndLabels == 2),zeros(length(rndSample(rndLabels == 2)),1),50,'ko');
+scatter(rndSample(rndLabels == 1),zeros(length(rndSample(rndLabels == 1)),1),50,'ko','filled');
+plot(x,norm);
+hold off

Thesis_Tex/thesis.tex

@@ -71,6 +71,12 @@
 \usepackage{amssymb}
 \usepackage{amsmath,bm,svg,cases,algorithm2e}
 
+\usepackage{pgfplots}
+\pgfmathdeclarefunction{gauss}{2}{%
+  \pgfmathparse{1/(#2*sqrt(2*pi))*exp(-((x-#1)^2)/(2*#2^2))}%
+}
+
+
 \setsvg{inkscape={"/usr/bin/inkscape"}}
 
 \usepackage{tikz}

graphics/rndDataSet.pdf_tex

@@ -0,0 +1,66 @@
+%% Creator: Inkscape inkscape 0.48.4, www.inkscape.org
+%% PDF/EPS/PS + LaTeX output extension by Johan Engelen, 2010
+%% Accompanies image file 'rndDataSet.pdf' (pdf, eps, ps)
+%%
+%% To include the image in your LaTeX document, write
+%%   \input{<filename>.pdf_tex}
+%%  instead of
+%%   \includegraphics{<filename>.pdf}
+%% To scale the image, write
+%%   \def\svgwidth{<desired width>}
+%%   \input{<filename>.pdf_tex}
+%%  instead of
+%%   \includegraphics[width=<desired width>]{<filename>.pdf}
+%%
+%% Images with a different path to the parent latex file can
+%% be accessed with the `import' package (which may need to be
+%% installed) using
+%%   \usepackage{import}
+%% in the preamble, and then including the image with
+%%   \import{<path to file>}{<filename>.pdf_tex}
+%% Alternatively, one can specify
+%%   \graphicspath{{<path to file>/}}
+%% 
+%% For more information, please see info/svg-inkscape on CTAN:
+%%   http://tug.ctan.org/tex-archive/info/svg-inkscape
+%%
+\begingroup%
+  \makeatletter%
+  \providecommand\color[2][]{%
+    \errmessage{(Inkscape) Color is used for the text in Inkscape, but the package 'color.sty' is not loaded}%
+    \renewcommand\color[2][]{}%
+  }%
+  \providecommand\transparent[1]{%
+    \errmessage{(Inkscape) Transparency is used (non-zero) for the text in Inkscape, but the package 'transparent.sty' is not loaded}%
+    \renewcommand\transparent[1]{}%
+  }%
+  \providecommand\rotatebox[2]{#2}%
+  \ifx\svgwidth\undefined%
+    \setlength{\unitlength}{642.56508789bp}%
+    \ifx\svgscale\undefined%
+      \relax%
+    \else%
+      \setlength{\unitlength}{\unitlength * \real{\svgscale}}%
+    \fi%
+  \else%
+    \setlength{\unitlength}{\svgwidth}%
+  \fi%
+  \global\let\svgwidth\undefined%
+  \global\let\svgscale\undefined%
+  \makeatother%
+  \begin{picture}(1,0.33449166)%
+    \put(0,0){\includegraphics[width=\unitlength]{rndDataSet.pdf}}%
+    \put(0.02362577,0.0002292){\makebox(0,0)[lb]{\smash{-3}}}%
+    \put(0.18443961,0.0002292){\makebox(0,0)[lb]{\smash{-2}}}%
+    \put(0.34525333,0.0002292){\makebox(0,0)[lb]{\smash{-1}}}%
+    \put(0.50855719,0.0002292){\makebox(0,0)[lb]{\smash{0}}}%
+    \put(0.66937103,0.0002292){\makebox(0,0)[lb]{\smash{1}}}%
+    \put(0.83018475,0.0002292){\makebox(0,0)[lb]{\smash{2}}}%
+    \put(0.99099859,0.0002292){\makebox(0,0)[lb]{\smash{3}}}%
+    \put(0.01387323,0.0174518){\makebox(0,0)[lb]{\smash{0}}}%
+    \put(-0.00106689,0.09370866){\makebox(0,0)[lb]{\smash{0.1}}}%
+    \put(-0.00106689,0.16996553){\makebox(0,0)[lb]{\smash{0.2}}}%
+    \put(-0.00106689,0.2462224){\makebox(0,0)[lb]{\smash{0.3}}}%
+    \put(-0.00106689,0.32247926){\makebox(0,0)[lb]{\smash{0.4}}}%
+  \end{picture}%
+\endgroup%