\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[noend]{algorithm,algpseudocode} \begin{document} \begin{preview} \begin{algorithm}[H] \begin{algorithmic} \Require \Statex Sates $\mathcal{X} = \{1, \dots, n_x\}$ \Statex Actions $\mathcal{A} = \{1, \dots, n_a\},\qquad A: \mathcal{X} \Rightarrow \mathcal{A}$ % TODO: g? \alpha? % Q? % f_ij(a) \Procedure{ValueIteration}{$\mathcal{X}$, $A$} \State Initialize $J, J': \mathcal{X} \rightarrow \mathbb{R}_0^+$ arbitrarily \While{$J$ is not converged} \State $J' \gets J$ \For{$x \in \mathcal{X}$} \For{$a \in A(x)$} \State $Q(x, a) \gets g(x, a) + \alpha \sum_{j=1}^{n_x} f_{xj}(a) \cdot J'(j)$ \EndFor \EndFor \For{$x \in \mathcal{X}$} \State $J(x) \gets \min_a \{Q(x, a)\}$ \EndFor \EndWhile \EndProcedure \end{algorithmic} \caption{Calculate value function} \label{alg:calculateLegendreSymbol} \end{algorithm} \end{preview} \end{document}