Literature DB >> 20683893

Space-time latent component modeling of geo-referenced health data.

Andrew B Lawson1, Hae-Ryoung Song, Bo Cai, Md Monir Hossain, Kun Huang.   

Abstract

Latent structure models have been proposed in many applications. For space-time health data it is often important to be able to find the underlying trends in time, which are supported by subsets of small areas. Latent structure modeling is one such approach to this analysis. This paper presents a mixture-based approach that can be applied to component selection. The analysis of a Georgia ambulatory asthma county-level data set is presented and a simulation-based evaluation is made. Copyright (c) 2010 John Wiley & Sons, Ltd.

Entities:  

Mesh:

Year:  2010        PMID: 20683893      PMCID: PMC2917349          DOI: 10.1002/sim.3917

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  18 in total

1.  Identifiability and convergence issues for Markov chain Monte Carlo fitting of spatial models.

Authors:  L E Eberly; B P Carlin
Journal:  Stat Med       Date:  2000 Sep 15-30       Impact factor: 2.373

2.  Hierarchical statistical modelling of influenza epidemic dynamics in space and time.

Authors:  Andrew S Mugglin; Noel Cressie; Islay Gemmell
Journal:  Stat Med       Date:  2002-09-30       Impact factor: 2.373

3.  Generalized spatial structural equation models.

Authors:  Xuan Liu; Melanie M Wall; James S Hodges
Journal:  Biostatistics       Date:  2005-04-20       Impact factor: 5.899

4.  Effects of residual smoothing on the posterior of the fixed effects in disease-mapping models.

Authors:  Brian J Reich; James S Hodges; Vesna Zadnik
Journal:  Biometrics       Date:  2006-12       Impact factor: 2.571

5.  Dynamic survival models with spatial frailty.

Authors:  Leonardo Soares Bastos; Dani Gamerman
Journal:  Lifetime Data Anal       Date:  2006-09-20       Impact factor: 1.588

6.  Penalized loss functions for Bayesian model comparison.

Authors:  Martyn Plummer
Journal:  Biostatistics       Date:  2008-01-21       Impact factor: 5.899

7.  Modeling disease incidence data with spatial and spatio temporal dirichlet process mixtures.

Authors:  Athanasios Kottas; Jason A Duan; Alan E Gelfand
Journal:  Biom J       Date:  2008-02       Impact factor: 2.207

8.  Modelling risk from a disease in time and space.

Authors:  L Knorr-Held; J Besag
Journal:  Stat Med       Date:  1998-09-30       Impact factor: 2.373

9.  Space-time Bayesian small area disease risk models: development and evaluation with a focus on cluster detection.

Authors:  Md Monir Hossain; Andrew B Lawson
Journal:  Environ Ecol Stat       Date:  2010-03-01       Impact factor: 1.119

10.  Bayesian latent variable modelling of multivariate spatio-temporal variation in cancer mortality.

Authors:  Evangelia Tzala; Nicky Best
Journal:  Stat Methods Med Res       Date:  2007-09-13       Impact factor: 3.021

View more
  12 in total

1.  Prospective surveillance of multivariate spatial disease data.

Authors:  A Corberán-Vallet
Journal:  Stat Methods Med Res       Date:  2012-04-25       Impact factor: 3.021

2.  A Bayesian latent model with spatio-temporally varying coefficients in low birth weight incidence data.

Authors:  Jungsoon Choi; Andrew B Lawson; Bo Cai; Md Monir Hossain; Russell S Kirby; Jihong Liu
Journal:  Stat Methods Med Res       Date:  2012-04-25       Impact factor: 3.021

3.  Bayesian 2-Stage Space-Time Mixture Modeling With Spatial Misalignment of the Exposure in Small Area Health Data.

Authors:  Andrew B Lawson; Jungsoon Choi; Bo Cai; Monir Hossain; Russell S Kirby; Jihong Liu
Journal:  J Agric Biol Environ Stat       Date:  2012-08-09       Impact factor: 1.524

4.  Evaluation of Bayesian spatio-temporal latent models in small area health data.

Authors:  Jungsoon Choi; Andrew B Lawson; Bo Cai; Md Monir Hossain
Journal:  Environmetrics       Date:  2011-12       Impact factor: 1.900

5.  Functional CAR models for large spatially correlated functional datasets.

Authors:  Lin Zhang; Veerabhadran Baladandayuthapani; Hongxiao Zhu; Keith A Baggerly; Tadeusz Majewski; Bogdan A Czerniak; Jeffrey S Morris
Journal:  J Am Stat Assoc       Date:  2016-08-18       Impact factor: 5.033

6.  Spatio-temporal patterning of small area low birth weight incidence and its correlates: a latent spatial structure approach.

Authors:  Russell S Kirby; Jihong Liu; Andrew B Lawson; Jungsoon Choi; Bo Cai; Monir Hossain
Journal:  Spat Spatiotemporal Epidemiol       Date:  2011-12

7.  A Bayesian space-time model for clustering areal units based on their disease trends.

Authors:  Gary Napier; Duncan Lee; Chris Robertson; Andrew Lawson
Journal:  Biostatistics       Date:  2019-10-01       Impact factor: 5.899

8.  Trends and geographic patterns in drug-poisoning death rates in the U.S., 1999-2009.

Authors:  Lauren M Rossen; Diba Khan; Margaret Warner
Journal:  Am J Prev Med       Date:  2013-12       Impact factor: 5.043

9.  Space-time stick-breaking processes for small area disease cluster estimation.

Authors:  Md Monir Hossain; Andrew B Lawson; Bo Cai; Jungsoon Choi; Jihong Liu; Russell S Kirby
Journal:  Environ Ecol Stat       Date:  2013-03-01       Impact factor: 1.119

10.  MODELING TEMPORAL GRADIENTS IN REGIONALLY AGGREGATED CALIFORNIA ASTHMA HOSPITALIZATION DATA.

Authors:  Harrison Quick; Sudipto Banerjee; Bradley P Carlin
Journal:  Ann Appl Stat       Date:  2013-04-09       Impact factor: 2.083

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.