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