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Add ID3 algorithm

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Martin Thoma 2015-11-20 22:36:55 +01:00
parent 59b3d42774
commit b36776fc27
4 changed files with 75 additions and 0 deletions

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\documentclass{article}
\usepackage[pdftex,active,tightpage]{preview}
\setlength\PreviewBorder{2mm}
\usepackage[utf8]{inputenc} % this is needed for umlauts
\usepackage[ngerman]{babel} % this is needed for umlauts
\usepackage[T1]{fontenc} % this is needed for correct output of umlauts in pdf
\usepackage{amssymb,amsmath,amsfonts} % nice math rendering
\usepackage{braket} % needed for \Set
\usepackage{algorithm,algpseudocode}
\DeclareMathOperator*{\argmin}{arg\,min}
\begin{document}
\begin{preview}
\begin{algorithm}[H]
\begin{algorithmic}
\Require Trainingsdaten $X$ jeweils mit Klasse $K(X)$, Attribute~$A$,
Qualitätsfunktion $\varphi$
\Procedure{ID3}{$X$, $A$}
\If{$K(x_i) = K(x_j) \;\;\;\forall x_i, x_j \in X$}
\State \Return Klasse $K(x_0)$
\Else
\State $a_\text{min} \gets \argmin_{a \in A} \varphi(a)$
\State $n \gets \Call{CreateNode}{}$
\For{Attributwert $w$ in $a_\text{min}(X)$}
\State $X_{a_\text{min} = w} \gets \{x \in X | a_\text{min}(X) = w\}$
\State $child \gets \Call{ID3}{X_{a_\text{min}}, A}$
\State $n.\Call{AddChild}{child}$
\EndFor
\State \Return $n$
\EndIf
\EndProcedure
\end{algorithmic}
\caption{ID3 Algorithmus}
\label{alg:ID3}
\end{algorithm}
\end{preview}
\end{document}

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SOURCE = ID3
DELAY = 80
DENSITY = 300
WIDTH = 512
make:
pdflatex $(SOURCE).tex -output-format=pdf
make clean
clean:
rm -rf $(TARGET) *.class *.html *.log *.aux *.data *.gnuplot
gif:
pdfcrop $(SOURCE).pdf
convert -verbose -delay $(DELAY) -loop 0 -density $(DENSITY) $(SOURCE)-crop.pdf $(SOURCE).gif
make clean
png:
make
make svg
inkscape $(SOURCE).svg -w $(WIDTH) --export-png=$(SOURCE).png
transparentGif:
convert $(SOURCE).pdf -transparent white result.gif
make clean
svg:
#inkscape $(SOURCE).pdf --export-plain-svg=$(SOURCE).svg
pdf2svg $(SOURCE).pdf $(SOURCE).svg
# Necessary, as pdf2svg does not always create valid svgs:
inkscape $(SOURCE).svg --export-width=$(WIDTH) --export-plain-svg=$(SOURCE)1.svg
rsvg-convert -a -w 720 -f svg $(SOURCE)1.svg -o $(SOURCE).svg
rm $(SOURCE)1.svg

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Compiled example
----------------
![Example](ID3.png)