Mixing Times of the Schelling Segregation Model and Biased Permutations

نویسندگان

  • Prateek Bhakta
  • Dana Randall
چکیده

Markov chains are fundamental tools used throughout the sciences and engineering; the design and analysis of Markov Chains has been a focus of theoretical computer science for the last 20 years. A Markov Chain takes a random walk in a large state space Ω, converging to a target stationary distribution π over Ω. The number of steps needed for the random walk to have distribution close to π is the mixing time. For the Markov Chain to be useful, the mixing time should be polynomial in the input to the problem, typically logarithmic in |Ω|. Such a chain is called rapidly mixing. I am interested in applying Markov chain techniques to applied problems, and have been working on two primary problems: the Schelling Segregation Model, a well studied model in economics, and a biased permutation problem arising from the Move Ahead One list update paradigm in caching. In both cases, we leverage intuition gained from studying models in statistical physics.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Clustering and Mixing Times for Segregation Models on Z

The Schelling segregation model attempts to explain possible causes of racial segregation in cities. Schelling considered residents of two types, where everyone prefers that the majority of his or her neighbors are of the same type. He showed through simulations that even mild preferences of this type can lead to segregation if residents move whenever they are not happy with their local environ...

متن کامل

Segregation Behaviour of Particles in Gas Solid Fluidized Beds at Elevated Pressure

A comprehensive mathematical model based on the discrete particle model and computational fluid dynamics was utilized to investigate mixing and segregation of particles in fluidized beds at high pressure. To quantify the extent of mixing in the bed, the Lacey mixing index was used. Simulations were carried out with different mass fractions of small particles at various pressures ranging from 1 ...

متن کامل

Segregation patterns of an equidensity TiO2 ternary mixture in a conical fluidized bed: CFD and experimental study

In this study, an Eulerian-Eulerian multi-fluid model (MFM) was used to simulate the segregation pattern of a conical fluidized bed containing ternary mixtures of equidensity TiO2‌ particles. Experimental 'freeze–sieving' method was employed to determine the axial mass fraction profiles of the different-sized particles, and validate the simulation results. The profiles of mass fraction for larg...

متن کامل

Mixing Times of Markov Chains for Self-Organizing Lists and Biased Permutations

We study the mixing time of a Markov chain Mnn on permutations that performs nearest neighbor transpositions in the non-uniform setting, a problem arising in the context of self-organizing lists. We are given “positively biased” probabilities {pi,j ≥ 1/2} for all i < j and let pj,i = 1− pi,j . In each step, the chain Mnn chooses two adjacent elements k, and ` and exchanges their positions with ...

متن کامل

Segregation in networks

Schelling [Schelling, T., 1969. Models of segregation. American Economic Review 59, 488–493; Schelling, T., 1971a. Dynamic models of segregation. Journal of Mathematical Sociology 1, 143–186; Schelling, T., 1971b. On the ecology of micromotives. The Public Interest 25, 61–98; Schelling, T., 1978. Micromotives and Macrobehavior. W.W. Norton and Company, New York] considered a model with individu...

متن کامل

ذخیره 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 نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2012