Renamed theoretical comparison section
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\section{Comparison of the Proximal Decoding and LP Decoding using ADMM algorithms}%
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\section{Theoretical Comparison of Proximal Decoding and LP Decoding using ADMM}%
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\label{sec:Comparison of the Proximal Decoding and LP Decoding using ADMM algorithms}
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\label{sec:Theoretical Comparison of Proximal Decoding and LP Decoding using ADMM}
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In this section, some similarities between the proximal decoding algorithm
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In this section, some similarities between the proximal decoding algorithm
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and \ac{LP} decoding using \ac{ADMM} are be pointed out.
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and \ac{LP} decoding using \ac{ADMM} are be pointed out.
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@ -123,8 +123,8 @@ codeword was sent and one associated to the constraints the codeword is
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subjected to.
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subjected to.
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Their major difference is that the two parts of the objective minimized with
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Their major difference is that the two parts of the objective minimized with
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proximal decoding are both functions of the same variable
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proximal decoding are both functions of the same variable
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$\tilde{\boldsymbol{x}}$, whereas with \ac{ADMM} the two parts depend on
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$\tilde{\boldsymbol{x}}$, whereas with \ac{ADMM} the two parts are functions
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different variables: $\tilde{\boldsymbol{c}}$ and $\boldsymbol{z}$.
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of different variables: $\tilde{\boldsymbol{c}}$ and $\boldsymbol{z}$.
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This difference means that while with proximal decoding the alternating
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This difference means that while with proximal decoding the alternating
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minimization of the two parts of the objective function inevitably leads to
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minimization of the two parts of the objective function inevitably leads to
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oscillatory behaviour (as explained in section (TODO)), this is not the
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oscillatory behaviour (as explained in section (TODO)), this is not the
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