MIXING TIME AND EXPANSION OF NON-NEGATIVELY CURVED MARKOV CHAINS

被引:2
|
作者
Muench, Florentin [1 ]
Salez, Justin [2 ,3 ]
机构
[1] Max Planck Inst Math Nat Wissensch, Inselstr 22, D-04103 Leipzig, Germany
[2] Univ Paris 09, Pl Marechal de Lattre de Tassigny, F-75775 Paris 16, France
[3] CEREMADE, PSL, Pl Marechal de Lattre de Tassigny, F-75775 Paris 16, France
关键词
  Markov chains; random walks; expansion; discrete curvature; mixing times; cutoff phenomenon; RICCI CURVATURE;
D O I
10.5802/jep.226
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We establish three remarkable consequences of non-negative curvature for sparse Markov chains. First, their conductance decreases logarithmically with the number of states. Second, their displacement is at least diffusive until the mixing time. Third, they never exhibit the cutoff phenomenon. The first result provides a nearly sharp quantitative answer to a classical question of Ollivier, Milman & Naor. The second settles a conjecture of Lee and Peres for graphs with non-negative curvature. The third offers a striking counterpoint to the recently established cutoff for non-negatively curved chains with uniform expansion.
引用
收藏
页码:575 / 590
页数:17
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