Making Recursive Bayesian Inference Accessible
نویسندگان
چکیده
منابع مشابه
Accessible recursive functions
The class of all recursive functions fails to possess a natural hierarchical structure, generated predicatively from “within”. On the other hand, many (proof-theoretically significant) sub-recursive classes do. This paper attempts to measure the limit of predicative generation in this context, by classifying and characterizing those (predictably terminating) recursive functions which can be suc...
متن کاملRecursive partitioning and Bayesian inference on conditional distributions
In this work we introduce a Bayesian framework for nonparametric inference on conditional distributions in the form of a prior called the conditional optional Pólya tree. The prior is constructed based on a two-stage nested procedure, which in the first stage recursively partitions the predictor space, and then in the second generates the conditional distribution on those predictor blocks using...
متن کاملBayesian Inference of Recursive Sequences of Group Activities from Tracks
We present a probabilistic generative model for inferring a description of coordinated, recursively structured group activities at multiple levels of temporal granularity based on observations of individuals’ trajectories. The model accommodates: (1) hierarchically structured groups, (2) activities that are temporally and compositionally recursive, (3) component roles assigning different subact...
متن کاملBayesian Nonparametric and Parametric Inference
This paper reviews Bayesian Nonparametric methods and discusses how parametric predictive densities can be constructed using nonparametric ideas.
متن کاملBayesian approach to inference of population structure
Methods of inferring the population structure, its applications in identifying disease models as well as foresighting the physical and mental situation of human beings have been finding ever-increasing importance. In this article, first, motivation and significance of studying the problem of population structure is explained. In the next section, the applications of inference of p...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: The American Statistician
سال: 2019
ISSN: 0003-1305,1537-2731
DOI: 10.1080/00031305.2019.1665584