We study message identification over a $q$-ary uniform permutation channel, where the transmitted vector is permuted by a permutation chosen uniformly at random. For discrete memoryless channels (DMCs), the number of identifiable messages grows doubly exponentially. Identification capacity, the maximum second-order exponent, is known to be the same as the Shannon capacity of the DMC. Permutation channels support reliable communication of only polynomially many messages. A simple achievability result shows that message sizes growing as $2^{c_nn^{q-1}}$ are identifiable for any $c_n\rightarrow 0$. We prove two converse results. A ``soft'' converse shows that for any $R>0$, there is no sequence of identification codes with message size growing as $2^{Rn^{q-1}}$ with a power-law decay ($n^{-\mu}$) of the error probability. We also prove a ``strong" converse showing that for any sequence of identification codes with message size $2^{Rn^{q-1}\log n}$ ($R>0$), the sum of type I and type II error probabilities approaches at least $1$ as $n\rightarrow \infty$. To prove the soft converse, we use a sequence of steps to construct a new identification code with a simpler structure which relates to a set system, and then use a lower bound on the normalized maximum pairwise intersection of a set system. To prove the strong converse, we use results on approximation of distributions.
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