Combinatorial Markov chains on linear extensions
نویسندگان
چکیده
We consider generalizations of Schützenberger's promotion operator on the set L of linear extensions of a finite poset of size n. This gives rise to a strongly connected graph on L. By assigning weights to the edges of the graph in two different ways, we study two Markov chains, both of which are irreducible. The stationary state of one gives rise to the uniform distribution, whereas the weights of the stationary state of the other has a nice product formula. This generalizes results by Hendricks on the Tsetlin library, which corresponds to the case when the poset is the anti-chain and hence L = S n is the full symmetric group. We also provide explicit eigenvalues of the transition matrix in general when the poset is a rooted forest. This is shown by proving that the associated monoid is R-trivial and then using Steinberg's extension of Brown's theory for Markov chains on left regular bands to R-trivial monoids.
منابع مشابه
Conductance and Convergence of Markov Chains
We give a direct combinatorial argument to bound the convergence-rate of Markov chains in terms of their conductance (these are statements of the nature “random walks on expanders converge fast’). In addition to showing that. the linear algebra in previous arguments for such results on time-reversible Markov chains was unnecessary, our direct analysis applies to general irreversible Markov chains.
متن کاملMarkov Chains for Linear Extensions , the Two - Dimensional
We study the generation of uniformly distributed linear extensions using Markov chains. In particular we show that monotone coupling from the past can be applied in the case of linear extensions of two-dimensional orders. For width two orders a mixing rate of O(n 3 log n) is proved. We conjecture that this is the mixing rate in the general case and support the conjecture by empirical data. On t...
متن کاملLinear Recurrences through Tilings and Markov Chains
We present a tiling interpretation for kth order linear recurrences, which yields new combinatorial proofs for recurrence identities. Moreover, viewing the tiling process as a Markov chain also yields closed form Binet-like expressions for these recurrences.
متن کاملMarkov Chains for Promotion Operators
We consider generalizations of Schützenberger’s promotion operator on the set L of linear extensions of a finite poset. This gives rise to a strongly connected graph on L. In earlier work [AKS12], we studied promotion-based Markov chains on these linear extensions which generalizes results on the Tsetlin library. We used the theory of R-trivial monoids in an essential way to obtain explicitly t...
متن کاملThe Mixing of Markov Chains on Linear Extensions in Practice
We investigate almost uniform sampling from the set of linear extensions of a given partial order. The most efficient schemes stem from Markov chains whose mixing time bounds are polynomial, yet impractically large. We show that, on instances one encounters in practice, the actual mixing times can be much smaller than the worst-case bounds, and particularly so for a novel Markov chain we put fo...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- CoRR
دوره abs/1205.7074 شماره
صفحات -
تاریخ انتشار 2012