We study a certain symmetry group associated to any given communication channel, which can informally be viewed as the set of transformations of the set of inputs that "commute" with the action of the channel. In a general setting, we show that the distribution over the inputs that maximizes the mutual information between the input and output of a given channel is a "fixed point" of the action of the channel's group. We consider as examples the groups associated with the binary symmetric channel and the binary deletion channel. We show that the group of the binary symmetric channel is extremely large (it contains a number of elements that grows faster than any exponential function of $n$), and we give empirical evidence that the group of the binary deletion channel is extremely small (it contains a number of elements constant in $n$). This serves as some formal justification for why the analysis of the binary deletion channel has proved much more difficult than its memoryless counterparts.
翻译:我们研究与任何特定通信频道相关的某个对称组, 可以非正式地将之视为与频道动作“ commut” 相匹配的一组输入的转换组合。 在一般情况下, 我们显示在输入的分布上, 使特定频道的输入和输出之间的相互信息最大化, 是该频道组动作的“ 固定点 ” 。 我们把与二进对称频道和二进删除频道有关的组视为示例。 我们显示二进制对称频道组非常庞大( 包含比任何指数函数( $$ ) 更快的元素), 我们提供经验证据表明, 二进制删除频道组非常小( 包含数个元素, 以 $ 计为常数 ) 。 这作为分析二进制删除频道比无记忆的对等器要困难得多 。