کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4590960 1334997 2011 43 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Gradient flows of the entropy for finite Markov chains
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات اعداد جبر و تئوری
پیش نمایش صفحه اول مقاله
Gradient flows of the entropy for finite Markov chains
چکیده انگلیسی

Let K be an irreducible and reversible Markov kernel on a finite set X. We construct a metric W on the set of probability measures on X and show that with respect to this metric, the law of the continuous time Markov chain evolves as the gradient flow of the entropy. This result is a discrete counterpart of the Wasserstein gradient flow interpretation of the heat flow in Rn by Jordan, Kinderlehrer and Otto (1998). The metric W is similar to, but different from, the L2-Wasserstein metric, and is defined via a discrete variant of the Benamou–Brenier formula.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Functional Analysis - Volume 261, Issue 8, 15 October 2011, Pages 2250-2292