Infinitely Exchangeable Partition and Tree-valued Stochastic Processes

نویسنده

  • HARRY CRANE
چکیده

We discuss some aspects of infinitely exchangeable partition-valued stochastic processes. In particular, we introduce the the cut-and-paste process on the state space of partitions of the natural numbers whose sample paths differ from previously studied exchangeable coalescent (Kingman, 1982) and fragmentation (Bertoin, 2001) processes. Though it evolves differently, the cut-and-paste process possesses some of the same properties as its predecessors, including a unique equilibrium measure, associated measure-valued process, a Poisson point process construction and transition probabilities which can be described in terms of Kingman’s paintbox process. A parametric subfamily is related to the Ewens process (Ewens, 1972) and admits further extensions which may be natural in certain biological applications. We close by discussing some related, but disjoint, work on exchangeable tree-valued processes. Information about building access for persons with disabilities may be obtained in advance by calling Matt Johnston at 773.702-0541 or by email ([email protected]).

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

Clusters and Features from Combinatorial Stochastic Processes

In partitioning-­‐-­‐-­‐a.k.a. clustering-­‐-­‐-­‐data, we associate each data point with one and only one of some collection of groups called clusters or partition blocks. Here, we formally establish an analogous problem, called feature allocation, for associating data points with arbitrary non-­‐negative integer numbers of groups, now called features or topics. Just as the exchangeable partit...

متن کامل

Beta-Negative Binomial Process and Exchangeable Random Partitions for Mixed-Membership Modeling

The beta-negative binomial process (BNBP), an integer-valued stochastic process, is employed to partition a count vector into a latent random count matrix. As the marginal probability distribution of the BNBP that governs the exchangeable random partitions of grouped data has not yet been developed, current inference for the BNBP has to truncate the number of atoms of the beta process. This pap...

متن کامل

The Ostomachion Process

Stochastic partition processes for exchangeable graphs produce axis-aligned blocks on a product space. In relational modeling, the resulting blocks uncover the underlying interactions between two sets of entities of the relational data. Although some flexible axis-aligned partition processes, such as the Mondrian process, have been able to capture complex interacting patterns in a hierarchical ...

متن کامل

Integer-valued trawl processes: A class of stationary infinitely divisible processes

This paper introduces a new continuous-time framework for modelling serially correlated count and integer-valued data. The key component in our new model is the class of integer-valued trawl (IVT) processes, which are serially correlated, stationary, infinitely divisible processes. We analyse the probabilistic properties of such processes in detail and, in addition, study volatility modulation ...

متن کامل

Markov Infinitely-Divisible Stationary Time-Reversible Integer-Valued Processes

We characterize all stationary time reversible Markov processes whose finite dimensional marginal distributions (of all orders) are infinitely divisible– MISTI processes, for short. Aside from two degenerate cases (iid and constant), in both discrete and continuous time every such process with full support is a branching process with Poisson or Negative Binomial marginal univariate distribution...

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