{"id":357905,"date":"2017-01-25T14:30:13","date_gmt":"2017-01-25T22:30:13","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-research-item&#038;p=357905"},"modified":"2018-10-16T20:02:05","modified_gmt":"2018-10-17T03:02:05","slug":"uniform-mixing-time-random-walk-lamplighter-graphs","status":"publish","type":"msr-research-item","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/uniform-mixing-time-random-walk-lamplighter-graphs\/","title":{"rendered":"Uniform Mixing Time For Random Walk On Lamplighter Graphs"},"content":{"rendered":"<p>Suppose that <span id=\"MathJax-Element-1-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-1\" class=\"math\"><span id=\"MathJax-Span-2\" class=\"noError\">$\\CG$<\/span><\/span><\/span> is a finite, connected graph and <span id=\"MathJax-Element-2-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-3\" class=\"math\"><span id=\"MathJax-Span-4\" class=\"mrow\"><span id=\"MathJax-Span-5\" class=\"mi\">X<\/span><\/span><\/span><\/span> is a lazy random walk on <span id=\"MathJax-Element-3-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-6\" class=\"math\"><span id=\"MathJax-Span-7\" class=\"noError\">$\\CG$<\/span><\/span><\/span>. The lamplighter chain <span id=\"MathJax-Element-4-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-8\" class=\"math\"><span id=\"MathJax-Span-9\" class=\"mrow\"><span id=\"MathJax-Span-10\" class=\"msubsup\"><span id=\"MathJax-Span-11\" class=\"mi\">X<\/span><span id=\"MathJax-Span-12\" class=\"mo\">\u22c4<\/span><\/span><\/span><\/span><\/span> associated with <span id=\"MathJax-Element-5-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-13\" class=\"math\"><span id=\"MathJax-Span-14\" class=\"mrow\"><span id=\"MathJax-Span-15\" class=\"mi\">X<\/span><\/span><\/span><\/span> is the random walk on the wreath product <span id=\"MathJax-Element-6-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-16\" class=\"math\"><span id=\"MathJax-Span-17\" class=\"noError\">$\\CG^\\diamond = \\Z_2 \\wr \\CG$<\/span><\/span><\/span>, the graph whose vertices consist of pairs <span id=\"MathJax-Element-7-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-18\" class=\"math\"><span id=\"MathJax-Span-19\" class=\"mrow\"><span id=\"MathJax-Span-20\" class=\"mo\">(<\/span><span id=\"MathJax-Span-21\" class=\"mi\">f<\/span><span id=\"MathJax-Span-22\" class=\"mo\">,<\/span><span id=\"MathJax-Span-23\" class=\"mi\">x<\/span><span id=\"MathJax-Span-24\" class=\"mo\">)<\/span><\/span><\/span><\/span> where <span id=\"MathJax-Element-8-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-25\" class=\"math\"><span id=\"MathJax-Span-26\" class=\"mrow\"><span id=\"MathJax-Span-27\" class=\"mi\">f<\/span><\/span><\/span><\/span> is a labeling of the vertices of <span id=\"MathJax-Element-9-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-28\" class=\"math\"><span id=\"MathJax-Span-29\" class=\"noError\">$\\CG$<\/span><\/span><\/span> by elements of <span id=\"MathJax-Element-10-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-30\" class=\"math\"><span id=\"MathJax-Span-31\" class=\"noError\">$\\Z_2$<\/span><\/span><\/span> and <span id=\"MathJax-Element-11-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-32\" class=\"math\"><span id=\"MathJax-Span-33\" class=\"mrow\"><span id=\"MathJax-Span-34\" class=\"mi\">x<\/span><\/span><\/span><\/span> is a vertex in <span id=\"MathJax-Element-12-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-35\" class=\"math\"><span id=\"MathJax-Span-36\" class=\"noError\">$\\CG$<\/span><\/span><\/span>. There is an edge between <span id=\"MathJax-Element-13-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-37\" class=\"math\"><span id=\"MathJax-Span-38\" class=\"mrow\"><span id=\"MathJax-Span-39\" class=\"mo\">(<\/span><span id=\"MathJax-Span-40\" class=\"mi\">f<\/span><span id=\"MathJax-Span-41\" class=\"mo\">,<\/span><span id=\"MathJax-Span-42\" class=\"mi\">x<\/span><span id=\"MathJax-Span-43\" class=\"mo\">)<\/span><\/span><\/span><\/span> and <span id=\"MathJax-Element-14-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-44\" class=\"math\"><span id=\"MathJax-Span-45\" class=\"mrow\"><span id=\"MathJax-Span-46\" class=\"mo\">(<\/span><span id=\"MathJax-Span-47\" class=\"mi\">g<\/span><span id=\"MathJax-Span-48\" class=\"mo\">,<\/span><span id=\"MathJax-Span-49\" class=\"mi\">y<\/span><span id=\"MathJax-Span-50\" class=\"mo\">)<\/span><\/span><\/span><\/span> in <span id=\"MathJax-Element-15-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-51\" class=\"math\"><span id=\"MathJax-Span-52\" class=\"noError\">$\\CG^\\diamond$<\/span><\/span><\/span> if and only if <span id=\"MathJax-Element-16-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-53\" class=\"math\"><span id=\"MathJax-Span-54\" class=\"mrow\"><span id=\"MathJax-Span-55\" class=\"mi\">x<\/span><\/span><\/span><\/span> is adjacent to <span id=\"MathJax-Element-17-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-56\" class=\"math\"><span id=\"MathJax-Span-57\" class=\"mrow\"><span id=\"MathJax-Span-58\" class=\"mi\">y<\/span><\/span><\/span><\/span> in <span id=\"MathJax-Element-18-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-59\" class=\"math\"><span id=\"MathJax-Span-60\" class=\"noError\">$\\CG$<\/span><\/span><\/span>and <span id=\"MathJax-Element-19-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-61\" class=\"math\"><span id=\"MathJax-Span-62\" class=\"mrow\"><span id=\"MathJax-Span-63\" class=\"mi\">f<\/span><span id=\"MathJax-Span-64\" class=\"mo\">(<\/span><span id=\"MathJax-Span-65\" class=\"mi\">z<\/span><span id=\"MathJax-Span-66\" class=\"mo\">)<\/span><span id=\"MathJax-Span-67\" class=\"mo\">=<\/span><span id=\"MathJax-Span-68\" class=\"mi\">g<\/span><span id=\"MathJax-Span-69\" class=\"mo\">(<\/span><span id=\"MathJax-Span-70\" class=\"mi\">z<\/span><span id=\"MathJax-Span-71\" class=\"mo\">)<\/span><\/span><\/span><\/span> for all <span id=\"MathJax-Element-20-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-72\" class=\"math\"><span id=\"MathJax-Span-73\" class=\"mrow\"><span id=\"MathJax-Span-74\" class=\"mi\">z<\/span><span id=\"MathJax-Span-75\" class=\"mo\">\u2260<\/span><span id=\"MathJax-Span-76\" class=\"mi\">x<\/span><span id=\"MathJax-Span-77\" class=\"mo\">,<\/span><span id=\"MathJax-Span-78\" class=\"mi\">y<\/span><\/span><\/span><\/span>. In each step, <span id=\"MathJax-Element-21-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-79\" class=\"math\"><span id=\"MathJax-Span-80\" class=\"mrow\"><span id=\"MathJax-Span-81\" class=\"msubsup\"><span id=\"MathJax-Span-82\" class=\"mi\">X<\/span><span id=\"MathJax-Span-83\" class=\"mo\">\u22c4<\/span><\/span><\/span><\/span><\/span> moves from a configuration <span id=\"MathJax-Element-22-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-84\" class=\"math\"><span id=\"MathJax-Span-85\" class=\"mrow\"><span id=\"MathJax-Span-86\" class=\"mo\">(<\/span><span id=\"MathJax-Span-87\" class=\"mi\">f<\/span><span id=\"MathJax-Span-88\" class=\"mo\">,<\/span><span id=\"MathJax-Span-89\" class=\"mi\">x<\/span><span id=\"MathJax-Span-90\" class=\"mo\">)<\/span><\/span><\/span><\/span> by updating <span id=\"MathJax-Element-23-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-91\" class=\"math\"><span id=\"MathJax-Span-92\" class=\"mrow\"><span id=\"MathJax-Span-93\" class=\"mi\">x<\/span><\/span><\/span><\/span> to <span id=\"MathJax-Element-24-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-94\" class=\"math\"><span id=\"MathJax-Span-95\" class=\"mrow\"><span id=\"MathJax-Span-96\" class=\"mi\">y<\/span><\/span><\/span><\/span> using the transition rule of <span id=\"MathJax-Element-25-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-97\" class=\"math\"><span id=\"MathJax-Span-98\" class=\"mrow\"><span id=\"MathJax-Span-99\" class=\"mi\">X<\/span><\/span><\/span><\/span> and then sampling both <span id=\"MathJax-Element-26-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-100\" class=\"math\"><span id=\"MathJax-Span-101\" class=\"mrow\"><span id=\"MathJax-Span-102\" class=\"mi\">f<\/span><span id=\"MathJax-Span-103\" class=\"mo\">(<\/span><span id=\"MathJax-Span-104\" class=\"mi\">x<\/span><span id=\"MathJax-Span-105\" class=\"mo\">)<\/span><\/span><\/span><\/span> and <span id=\"MathJax-Element-27-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-106\" class=\"math\"><span id=\"MathJax-Span-107\" class=\"mrow\"><span id=\"MathJax-Span-108\" class=\"mi\">f<\/span><span id=\"MathJax-Span-109\" class=\"mo\">(<\/span><span id=\"MathJax-Span-110\" class=\"mi\">y<\/span><span id=\"MathJax-Span-111\" class=\"mo\">)<\/span><\/span><\/span><\/span> according to the uniform distribution on <span id=\"MathJax-Element-28-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-112\" class=\"math\"><span id=\"MathJax-Span-113\" class=\"noError\">$\\Z_2$<\/span><\/span><\/span>; <span id=\"MathJax-Element-29-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-114\" class=\"math\"><span id=\"MathJax-Span-115\" class=\"mrow\"><span id=\"MathJax-Span-116\" class=\"mi\">f<\/span><span id=\"MathJax-Span-117\" class=\"mo\">(<\/span><span id=\"MathJax-Span-118\" class=\"mi\">z<\/span><span id=\"MathJax-Span-119\" class=\"mo\">)<\/span><\/span><\/span><\/span> for <span id=\"MathJax-Element-30-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-120\" class=\"math\"><span id=\"MathJax-Span-121\" class=\"mrow\"><span id=\"MathJax-Span-122\" class=\"mi\">z<\/span><span id=\"MathJax-Span-123\" class=\"mo\">\u2260<\/span><span id=\"MathJax-Span-124\" class=\"mi\">x<\/span><span id=\"MathJax-Span-125\" class=\"mo\">,<\/span><span id=\"MathJax-Span-126\" class=\"mi\">y<\/span><\/span><\/span><\/span> remains unchanged. We give matching upper and lower bounds on the uniform mixing time of <span id=\"MathJax-Element-31-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-127\" class=\"math\"><span id=\"MathJax-Span-128\" class=\"mrow\"><span id=\"MathJax-Span-129\" class=\"msubsup\"><span id=\"MathJax-Span-130\" class=\"mi\">X<\/span><span id=\"MathJax-Span-131\" class=\"mo\">\u22c4<\/span><\/span><\/span><\/span><\/span> provided <span id=\"MathJax-Element-32-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-132\" class=\"math\"><span id=\"MathJax-Span-133\" class=\"noError\">$\\CG$<\/span><\/span><\/span> satisfies mild hypotheses. In particular, when <span id=\"MathJax-Element-33-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-134\" class=\"math\"><span id=\"MathJax-Span-135\" class=\"noError\">$\\CG$<\/span><\/span><\/span> is the hypercube <span id=\"MathJax-Element-34-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-136\" class=\"math\"><span id=\"MathJax-Span-137\" class=\"noError\">$\\Z_2^d$<\/span><\/span><\/span>, we show that the uniform mixing time of <span id=\"MathJax-Element-35-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-138\" class=\"math\"><span id=\"MathJax-Span-139\" class=\"mrow\"><span id=\"MathJax-Span-140\" class=\"msubsup\"><span id=\"MathJax-Span-141\" class=\"mi\">X<\/span><span id=\"MathJax-Span-142\" class=\"mo\">\u22c4<\/span><\/span><\/span><\/span><\/span> is <span id=\"MathJax-Element-36-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-143\" class=\"math\"><span id=\"MathJax-Span-144\" class=\"mrow\"><span id=\"MathJax-Span-145\" class=\"mi\">\u0398<\/span><span id=\"MathJax-Span-146\" class=\"mo\">(<\/span><span id=\"MathJax-Span-147\" class=\"mi\">d<\/span><span id=\"MathJax-Span-148\" class=\"msubsup\"><span id=\"MathJax-Span-149\" class=\"mn\">2<\/span><span id=\"MathJax-Span-150\" class=\"mi\">d<\/span><\/span><span id=\"MathJax-Span-151\" class=\"mo\">)<\/span><\/span><\/span><\/span>. More generally, we show that when <span id=\"MathJax-Element-37-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-152\" class=\"math\"><span id=\"MathJax-Span-153\" class=\"noError\">$\\CG$<\/span><\/span><\/span> is a torus <span id=\"MathJax-Element-38-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-154\" class=\"math\"><span id=\"MathJax-Span-155\" class=\"noError\">$\\Z_n^d$<\/span><\/span><\/span> for <span id=\"MathJax-Element-39-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-156\" class=\"math\"><span id=\"MathJax-Span-157\" class=\"mrow\"><span id=\"MathJax-Span-158\" class=\"mi\">d<\/span><span id=\"MathJax-Span-159\" class=\"mo\">\u2265<\/span><span id=\"MathJax-Span-160\" class=\"mn\">3<\/span><\/span><\/span><\/span>, the uniform mixing time of <span id=\"MathJax-Element-40-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-161\" class=\"math\"><span id=\"MathJax-Span-162\" class=\"mrow\"><span id=\"MathJax-Span-163\" class=\"msubsup\"><span id=\"MathJax-Span-164\" class=\"mi\">X<\/span><span id=\"MathJax-Span-165\" class=\"mo\">\u22c4<\/span><\/span><\/span><\/span><\/span> is <span id=\"MathJax-Element-41-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-166\" class=\"math\"><span id=\"MathJax-Span-167\" class=\"mrow\"><span id=\"MathJax-Span-168\" class=\"mi\">\u0398<\/span><span id=\"MathJax-Span-169\" class=\"mo\">(<\/span><span id=\"MathJax-Span-170\" class=\"mi\">d<\/span><span id=\"MathJax-Span-171\" class=\"msubsup\"><span id=\"MathJax-Span-172\" class=\"mi\">n<\/span><span id=\"MathJax-Span-173\" class=\"mi\">d<\/span><\/span><span id=\"MathJax-Span-174\" class=\"mo\">)<\/span><\/span><\/span><\/span> uniformly in <span id=\"MathJax-Element-42-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-175\" class=\"math\"><span id=\"MathJax-Span-176\" class=\"mrow\"><span id=\"MathJax-Span-177\" class=\"mi\">n<\/span><\/span><\/span><\/span> and <span id=\"MathJax-Element-43-Frame\" class=\"MathJax\" tabindex=\"0\"><span id=\"MathJax-Span-178\" class=\"math\"><span id=\"MathJax-Span-179\" class=\"mrow\"><span id=\"MathJax-Span-180\" class=\"mi\">d<\/span><\/span><\/span><\/span>. A critical ingredient for our proof is a concentration estimate for the local time of random walk in a subset of vertices.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Suppose that $\\CG$ is a finite, connected graph and X is a lazy random walk on $\\CG$. The lamplighter chain X\u22c4 associated with X is the random walk on the wreath product $\\CG^\\diamond = \\Z_2 \\wr \\CG$, the graph whose vertices consist of pairs (f,x) where f is a labeling of the vertices of $\\CG$ [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":null,"msr_publishername":"Cornell University 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