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== Gilbert-Varshamov Bound ==
A main problem in permutation codes is to determine the value of <math>M(n,d)</math>. There has been little progress made for <math>4 \leq d \leq n-1</math>, except for small lengths. We can define <math>D(n,k)</math> with <math>k \in \{0, 1,
<math>D(n,k)= \{ \sigma \in S_n
The [[Gilbert–Varshamov bound|Gilbert-Varshamov bound]] is a very well known upper bound, and so far outperforms other bounds for small values of <math>d</math>.
'''Theorem 1''': <math>\frac{n!}{
</math>
This theorem works for small values of <math>d</math>, and there has been improvements on it for the case where <math>d = 4</math> as the next theorem shows.
'''Theorem 2''': If <math>k^2 \leq n \leq k^2+k-2</math> for some integer <math>k \geq 2</math>, then
<math>\frac{n!}{M(n,4)} \geq 1 + \frac{(n+1)n(n-1)}{n(n-1)-(n-k^2)((k+1)^2-n)((k+2)(k-1)-n)}</math>.
For small values of <math>n</math> and <math>d</math>, researchers have developed various computer searching strategies to directly look for permutation codes with some prescribed automorphisms. These methods usually provide the best known lower bounds on <math>M(n,d)</math>.
==Lower Bound==
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