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    Please use this identifier to cite or link to this item: http://ir.lib.ncu.edu.tw/handle/987654321/84267

    Title: Mixing Time for Ising Model (On Two Special Graphs: the Line and the Circle)
    Authors: 伊凱馬;Elkamash, Badr Saleh Badr Mohamed
    Contributors: 數學系
    Keywords: 伊辛模型;格勞伯動力;混合時間;馬爾可夫鏈;路徑耦合;Ising Model;Glauber Dynamics;Mixing Time;Markov Chains;Path Coupling
    Date: 2020-07-07
    Issue Date: 2020-09-02 18:44:52 (UTC+8)
    Publisher: 國立中央大學
    Abstract: 在本論文中,我們研究了Ising模型的Glauber動力學。基於[10]的專著,我們提供了馬爾可夫鏈混合時間一般理論的詳細介紹,尤其是收斂到平穩測度的速率。
    (1) 我們針對這兩種特殊情況獲得了改進的估計;和
    (2) 我們提供了許多細節和例子和圖片示例來說明該理論。
    更詳細地,我們證明在高溫下快速混合。我們確定混合時間是log(n)和log( 1/e)的多項式。或者,顯示tmix在log(n)也足以進行快速混合。我們證明了Glauber動力學的混合時間為在高溫下具有n個頂點的直線和圓上的(鐵磁)伊辛模型的上限為n log n/e 。;In this thesis we study Glauber dynamics of one dimensional Ising models. We provide a detailed presentation of the general theory of the mixing times of Markov chains, especially the rate of convergence to stationary measures, based on the monograph of [10].
    Then we work out the details of two special (and perhaps the most important) cases of Ising models: the line and the circle. Our contribution is that
    (1) we obtain improved estimates for these two special cases; and
    (2) we provide many examples with details and pictures to illustrate the theory.
    In more details, we prove a fast mixing at high temperature. We establish that the mixing time is a polynomial in log(n) and log( 1/e). Alternatively, we show that tmix is a polynomial in log(n). It is also enough for fast mixing. We show that the mixing time of Glauber dynamics for the (ferromagnetic) Ising model on a line and a circle with n vertices at high temperature has an upper bound of n log n/e.
    Appears in Collections:[數學研究所] 博碩士論文

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