Removed invalid reference from comparison chapter
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@ -113,15 +113,13 @@ time, with \ac{ADMM} each parity check is
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considered separately and in a more local context (line 4 in both algorithms).
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considered separately and in a more local context (line 4 in both algorithms).
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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 \ref{subsec:prox:conv_properties}), this is not the
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oscillatory behaviour (as explained in section
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case with \ac{ADMM}, which partly explains the disparate decoding performance
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\ref{subsec:prox:conv_properties}), this is not the case with \ac{ADMM}, which
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of the two methods.
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partly explains the disparate decoding performance of the two methods.
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Furthermore, while with proximal decoding the step considering the constraints
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Furthermore, while with proximal decoding the step considering the constraints
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is realized using gradient descent - amounting to an approximation -
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is realized using gradient descent - amounting to an approximation -
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with \ac{ADMM} it reduces to a number of projections onto the parity polytopes
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with \ac{ADMM} it reduces to a number of projections onto the parity polytopes
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$\mathcal{P}_{d_j}$ (see
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$\mathcal{P}_{d_j}$ which always provide exact results.
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\ref{chapter:LD Decoding using ADMM as a Proximal Algorithm}),
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which always provide exact results.
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The contrasting treatment of the constraints (global and approximate with
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The contrasting treatment of the constraints (global and approximate with
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proximal decoding, local and exact with \ac{ADMM}) also leads to different
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proximal decoding, local and exact with \ac{ADMM}) also leads to different
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