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for completeness, to go alongside Kendall distance
added pointer to:
(one of the few references that I found so far which do at least consider the “Cayley distance kernel” exp(−dC(−,−,)) )
also added pointer to
which mentions the Cayley-distance kernel at least in the forword as the “only reasonable bi-invariant distance”.
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I have made explicit (here) the following immediate and elementary but important fact:
Cayley distance is preserved under the canonical inclusions of symmetric groups
Sym(n)i↪Sym(n+1)↪Sym(n+2)↪⋯in that
dC(σ1,σ2)=dC(i(σ1),i(σ2)).In other words, when regarding the metric space given by the set of permutations in Sym(n) with their Cayley distance function between them
as an (ℝ≥0,≥)0-enriched category, then the functors induced by the inclusions are fully faithful and hence are full subcategory inclusions.
as a matrix, then the inclusions correspond to principal submatrices.
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