A Nested Sampling Algorithm for Cosmological Model Selection
نویسندگان
چکیده
منابع مشابه
Hybrid nested sampling algorithm for Bayesian model selection applied to inverse subsurface flow problems
a r t i c l e i n f o a b s t r a c t A Hybrid Nested Sampling (HNS) algorithm is proposed for efficient Bayesian model calibration and prior model selection. The proposed algorithm combines, Nested Sampling (NS) algorithm, Hybrid Monte Carlo (HMC) sampling and gradient estimation using Stochastic Ensemble Method (SEM). NS is an efficient sampling algorithm that can be used for Bayesian calibra...
متن کاملModel selection and parameter inference in phylogenetics using Nested Sampling
Bayesian inference methods rely on numerical algorithms for both model selection and parameter inference. In general, these algorithms require a high computational effort to yield reliable inferences. One of the major challenges in phylogenetics regards the estimation of the marginal likelihood. This quantity is commonly used for comparing different evolutionary models, but its calculation, eve...
متن کاملCode optimisation in a nested-sampling algorithm
The speed-up in program running time is investigated for problems of parameter estimation with nested sampling Monte Carlo methods. The example used in this study is to extract a polarisation observable from event-by-event data from meson photoproduction reactions. Various implementations of the basic algorithmwere compared, consisting of combinations of single threaded versus multi-threaded, a...
متن کاملAnts for Sampling in the Nested Partition Algorithm
The Nested Partition algorithm suffers from the lack of information gathering and sharing despite the computational effort dedicated to sampling the different subregions at each step of the algorithm. It is also noticed that the solution quality of the NP algorithm largely depends on the quality of the samples generated. Ants are used in this work as a mean to improve the samples quality throug...
متن کاملSparse grid nested sampling for model selection in eddy-current testing
HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau...
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 Astrophysical Journal
سال: 2006
ISSN: 0004-637X,1538-4357
DOI: 10.1086/501068