Exchangeability and continuum limits of discrete random structures

نویسنده

  • David J. Aldous
چکیده

Exchangeable representations of complex random structures are useful in several ways, in particular providing a moderately general way to derive continuum limits of discrete random structures. I shall describe an old example (continuum random trees) and a more recent example (dense graph limits). Thinking this way about road routes suggests challenging new problems in the plane. Mathematics Subject Classification (2000). Primary 60G09; Secondary 60C05. This write-up follows the style of the ICM talk, presented as 5 episodes in the development of a topic over the last 80 years. • Exchangeability and de Finetti’s theorem (1930s 50s) • Structure theory for partially exchangeable arrays (1980s) • A general program for continuum limits of discrete random structures, illustrated by trees (1990s) • 3 recent “pure math” developments (2000s) • Road routes from this viewpoint (2010s) An expanded version of the material in sections 1-4 appears as a longer survey article [4]. Section 5 is work in progress, in part with Wilfrid Kendall, not yet written up in more detail. ∗Research supported by N.S.F Grant DMS-0704159. Department of Statistics, 367 Evans Hall # 3860, U.C. Berkeley CA 94720. E-mail: [email protected]

برای دانلود رایگان 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

More Uses of Exchangeability: Representations of Complex Random Structures

We review old and new uses of exchangeability, emphasizing the general theme of exchangeable representations of complex random structures. Illustrations of this theme include processes of stochastic coalescence and fragmentation; continuum random trees; second-order limits of distances in random graphs; isometry classes of metric spaces with probability measures; limits of dense random graphs; ...

متن کامل

Edge-exchangeable graphs and sparsity

A known failing of many popular random graph models is that the Aldous–Hoover Theorem guarantees these graphs are dense with probability one; that is, the number of edges grows quadratically with the number of nodes. This behavior is considered unrealistic in observed graphs. We define a notion of edge exchangeability for random graphs in contrast to the established notion of infinite exchangea...

متن کامل

A Hybrid Particle Swarm Optimization and Genetic Algorithm for Truss Structures with Discrete Variables

A new hybrid algorithm of Particle Swarm Optimization and Genetic Algorithm (PSOGA) is presented to get the optimum design of truss structures with discrete design variables. The objective function chosen in this paper is the total weight of the truss structure, which depends on upper and lower bounds in the form of stress and displacement limits. The Particle Swarm Optimization basically model...

متن کامل

A Discrete Hybrid Teaching-Learning-Based Optimization algorithm for optimization of space trusses

In this study, to enhance the optimization process, especially in the structural engineering field two well-known algorithms are merged together in order to achieve an improved hybrid algorithm. These two algorithms are Teaching-Learning Based Optimization (TLBO) and Harmony Search (HS) which have been used by most researchers in varied fields of science. The hybridized algorithm is called A Di...

متن کامل

Cumulants in Noncommutative Probability Theory I. Noncommutative Exchangeability Systems

Cumulants linearize convolution of measures. We use a formula of Good to define noncommutative cumulants in a very general setting. It turns out that the essential property needed is exchangeability of random variables. Roughly speaking the formula says that cumulants are moments of a certain “discrete Fourier transform” of a random variable. This provides a simple unified method to understand ...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010