Nonparametric Bayesian segmentation of a multivariate inhomogeneous space-time Poisson process

DOI10.1214/12-BA727zbMath1330.62353OpenAlexW1964177977WikidataQ41431288 ScholiaQ41431288MaRDI QIDQ2633944

Lihan He, Lawrence Carin, David B. Dunson, Mingtao Ding

Publication date: 5 February 2016

Published in: Bayesian Analysis (Search for Journal in Brave)

Full work available at URL: https://projecteuclid.org/euclid.ba/1354024463

zbMATH Keywords

Gaussian processinhomogeneous Poisson processBayesian hierarchical modeltemporal dynamicslogistic stick breaking processspatial segmentation

Mathematics Subject Classification ID

Inference from spatial processes (62M30) Gaussian processes (60G15) Nonparametric estimation (62G05) Applications of statistics to social sciences (62P25) Bayesian inference (62F15) Point processes (e.g., Poisson, Cox, Hawkes processes) (60G55)

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