| Abstract |
We study an infinite family of shuffling operators on the symmetric group Sn, which includes the well-studied top-to-random shuffle. The general shuffling scheme consists of removing one card at a time from the deck (according to some probability distribution) and re-inserting it at a position chosen uniformly at random among the positions below. Rewritten in terms of the group algebra R[Sn], our shuffle corresponds to right multiplication by a linear combination of the elements tℓ := cycℓ + cycℓ,ℓ+1 + cycℓ,ℓ+1,ℓ+2 + ... + cycℓ,ℓ+1,...,n ∈ R[Sn] for all ℓ ∈ {1, 2, ..., n} (where cyci1, i2, ..., ip denotes the permutation in Sn that cycles through i1, i2, ..., ip). We compute the eigenvalues of these shuffling operators and of all their linear combinations. In particular, we show that the eigenvalues of right multiplication by a linear combination λ1t1 + λ2t2 + ... + λntn (with λ1, λ2, ..., λn being reals) are the numbers λ1mI,1 + λ2mI,2 + ... + λnmI,n, where I ranges over the lacunar subsets of {1, 2, ..., n-1} (i.e., over the subsets that contain no two consecutive integers), and where mI,ℓ denotes the distance from ℓ to the next-higher element of I (which element is understood to be ℓ itself if ℓ ∈ I, and to be n+1 if ℓ > max I). We compute the multiplicities of these eigenvalues and show that if they are all distinct, the shuffling operator is diagonalizable. To this purpose, we show that the operators of right multiplication by t1, t2, ..., tn on R[Sn] are simultaneously triangularizable, and in fact there is a combinatorially defined basis (the "descent-destroying basis", as we call it) of R[Sn] in which they are represented by upper-triangular matrices. The results stated here over R for convenience are actually stated and proved over an arbitrary commutative ring. We finish by describing a strong stationary time for the random-to-below shuffle, which is the shuffle in which the card that moves below is selected uniformly at random, and we give the waiting time for this event to happen. |