Difference between revisions of "Symmetric channel"
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− | + | A [[Communication channel|communication channel]] whose transition function possesses some kind of symmetry. A homogeneous discrete time [[Memoryless channel|memoryless channel]] with finite alphabets $ Y $ | |
+ | and $ \widetilde{Y} = Y $ | ||
+ | of input and output letters, respectively, and defined by a matrix of transition probabilities $ \{ q ( y, \widetilde{y} ) : y, \widetilde{y} \in Y \} $ | ||
+ | is called a symmetric channel if: | ||
− | + | $$ \tag{* } | |
+ | q ( y, \widetilde{y} ) = \ | ||
+ | \left \{ | ||
− | + | \begin{array}{ll} | |
+ | q & \textrm{ when } y = \widetilde{y} , \\ | ||
− | + | \frac{1 - q }{n - 1 } | |
+ | & \textrm{ when } y \neq \widetilde{y} , \\ | ||
+ | \end{array} | ||
− | + | \right .$$ | |
+ | |||
+ | where $ n $ | ||
+ | is the number of elements of $ Y $, | ||
+ | $ 0 \leq q \leq 1 $. | ||
+ | The most studied example of a memoryless symmetric channel is the binary symmetric channel with matrix of transition probabilities | ||
− | + | $$ | |
+ | \left \| | ||
+ | \begin{array}{cc} | ||
+ | q &1 - q \\ | ||
+ | 1 - q & q \\ | ||
+ | \end{array} | ||
+ | \ | ||
+ | \right \| . | ||
+ | $$ | ||
+ | For symmetric channels, many important information-theoretic characteristics can either be calculated explicitly or their calculation can be substantially simplified in comparison with non-symmetric channels. For example, for a memoryless symmetric channel with matrix $ \{ q ( y, \widetilde{y} ) : y, \widetilde{y} \in Y \} $ | ||
+ | of the form (*) the capacity $ C $( | ||
+ | cf. [[Transmission rate of a channel|Transmission rate of a channel]]) is given by the equation | ||
+ | $$ | ||
+ | C = \mathop{\rm log} n + q \mathop{\rm log} q + ( 1 - q) \mathop{\rm log} | ||
+ | \frac{1 - q }{n - 1 } | ||
+ | . | ||
+ | $$ | ||
− | + | For references see , | |
+ | cited under [[Communication channel]]. | ||
====References==== | ====References==== | ||
− | <table><TR><TD valign="top">[a1]</TD> <TD valign="top"> R.C. Gallager, "Information theory and reliable communication" , Wiley (1968)</TD></TR></table> | + | <table> |
+ | <TR><TD valign="top">[a1]</TD> <TD valign="top"> R.C. Gallager, "Information theory and reliable communication" , Wiley (1968)</TD></TR> | ||
+ | </table> |
Latest revision as of 08:59, 10 April 2023
A communication channel whose transition function possesses some kind of symmetry. A homogeneous discrete time memoryless channel with finite alphabets $ Y $
and $ \widetilde{Y} = Y $
of input and output letters, respectively, and defined by a matrix of transition probabilities $ \{ q ( y, \widetilde{y} ) : y, \widetilde{y} \in Y \} $
is called a symmetric channel if:
$$ \tag{* } q ( y, \widetilde{y} ) = \ \left \{ \begin{array}{ll} q & \textrm{ when } y = \widetilde{y} , \\ \frac{1 - q }{n - 1 } & \textrm{ when } y \neq \widetilde{y} , \\ \end{array} \right .$$
where $ n $ is the number of elements of $ Y $, $ 0 \leq q \leq 1 $. The most studied example of a memoryless symmetric channel is the binary symmetric channel with matrix of transition probabilities
$$ \left \| \begin{array}{cc} q &1 - q \\ 1 - q & q \\ \end{array} \ \right \| . $$
For symmetric channels, many important information-theoretic characteristics can either be calculated explicitly or their calculation can be substantially simplified in comparison with non-symmetric channels. For example, for a memoryless symmetric channel with matrix $ \{ q ( y, \widetilde{y} ) : y, \widetilde{y} \in Y \} $ of the form (*) the capacity $ C $( cf. Transmission rate of a channel) is given by the equation
$$ C = \mathop{\rm log} n + q \mathop{\rm log} q + ( 1 - q) \mathop{\rm log} \frac{1 - q }{n - 1 } . $$
For references see ,
cited under Communication channel.
References
[a1] | R.C. Gallager, "Information theory and reliable communication" , Wiley (1968) |
Symmetric channel. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Symmetric_channel&oldid=36402