Mai Anh fixes
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@ -70,7 +70,7 @@
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\title{Application of Optimization Algorithms for Channel Decoding}
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\title{Application of Optimization Algorithms for Channel Decoding}
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\subtitle{\small 20.04.2023}
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\subtitle{\small 21.06.2024}
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\author{\vspace{1.5mm} Andreas Tsouchlos}
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\author{\vspace{1.5mm} Andreas Tsouchlos}
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\date{ }
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\date{ }
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@ -35,7 +35,7 @@
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& \text{minimize } \boldsymbol{\gamma}^\text{T} \boldsymbol{c} \\
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& \text{minimize } \boldsymbol{\gamma}^\text{T} \boldsymbol{c} \\
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& \text{subject to } \boldsymbol{c}\in \mathcal{C}
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& \text{subject to } \boldsymbol{c}\in \mathcal{C}
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\end{align*}
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\end{align*}
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\item Goal: relaxation of constraints to make a practical solution to the problem feasible
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\item Goal: Relaxation of constraints to make a practical solution to the problem feasible
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\end{itemize}
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\end{itemize}
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\bigskip
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\bigskip
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@ -19,7 +19,7 @@
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f_{\boldsymbol{Y}}\left( \boldsymbol{y} | \tilde{\boldsymbol{x}} \right)
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f_{\boldsymbol{Y}}\left( \boldsymbol{y} | \tilde{\boldsymbol{x}} \right)
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f_{\boldsymbol{X}}\left( \tilde{\boldsymbol{x}} \right)\\
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f_{\boldsymbol{X}}\left( \tilde{\boldsymbol{x}} \right)\\
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&= \argmax_{\tilde{\boldsymbol{x}}\in\mathbb{R}^n}
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&= \argmax_{\tilde{\boldsymbol{x}}\in\mathbb{R}^n}
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e^{-L\left( \boldsymbol{y} | \tilde{\boldsymbol{x}}\right)}
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\mathrm{e}^{-L\left( \boldsymbol{y} | \tilde{\boldsymbol{x}}\right)}
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f_{\boldsymbol{X}}\left( \tilde{\boldsymbol{x}} \right),
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f_{\boldsymbol{X}}\left( \tilde{\boldsymbol{x}} \right),
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\hspace{5mm} L\left( \boldsymbol{y} | \tilde{\boldsymbol{x}} \right)
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\hspace{5mm} L\left( \boldsymbol{y} | \tilde{\boldsymbol{x}} \right)
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= - \ln\left( f_{\boldsymbol{Y}}
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= - \ln\left( f_{\boldsymbol{Y}}
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@ -847,7 +847,7 @@ return $\boldsymbol{\hat{c}}$
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\item Single decoding using a (3,6) regular LDPC code with $n=204, k=102$
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\item Single decoding using a (3,6) regular LDPC code with $n=204, k=102$
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\citereference{Mac23, 204.33.484}
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\citereference{Mac23, 204.33.484}
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\item For larger $n$, the gradient itself starts to oscillate
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\item For larger $n$, the gradient itself starts to oscillate
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\item Amplitude of oscillation highly correlated with probability of bit error
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\item Amplitude of oscillation highly correlated to probability of bit error
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\end{itemize}
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\end{itemize}
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\bigskip
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\bigskip
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@ -1201,7 +1201,7 @@ $\textcolor{KITblue}{\textbf{return }\boldsymbol{\hat{c}}_l\text{ with highest }
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{frame}
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\begin{frame}
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\frametitle{Improved Algorithm: Effect of parameter $N$}
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\frametitle{Improved Algorithm: Effect of Parameter $N$}
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\vspace*{-5mm}
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\vspace*{-5mm}
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@ -1403,7 +1403,7 @@ $\textcolor{KITblue}{\textbf{return }\boldsymbol{\hat{c}}_l\text{ with highest }
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\centering
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\centering
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\begin{tabular}{c c c c c c}
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\begin{tabular}{c c c c c c}
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$E_b/N_0$ & \shortstack{list size\\ mean} & \shortstack{list size\\ var.} \\
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$E_b/N_0$ & \shortstack{List size\\ mean} & \shortstack{List size\\ var.} \\
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\hline
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\hline
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1.0 & 1.0 & 0.0 \\
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1.0 & 1.0 & 0.0 \\
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1.5 & 1.0 & 0.0 \\
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1.5 & 1.0 & 0.0 \\
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