Brian Reich

R packages:
  • crimelinkage: Statistical Methods for Crime Series Linkage.

  • BayesPen: (GitHub version) Bayesian variable selection using penalized credible regions.

  • BSquare: Bayesian simultanteous quantile regression.

  • abba: The abba function in the extRemes package contains MCMC code for the spatial max-stable process model of Stephenson et al (JAMC, 2015) and Reich and Shaby (AOAS, 2012).

  • hkevp: Quentin Sebille's package to implement the hierarchical kernel extreme value process (HKEVP) model of Reich and Shaby (AOAS, 2012).

  • cosso: Zhang and Lin's package that includes the adaptive methods of Storlie et al (Statistical Sinica, 2011).


Other code:

  • Code and worked example for ``Integrating multiple data sources in species distribution modeling: A framework for data fusion''.

  • R code for "Bayesian quantile regression for censored data''.

  • Code for `` Spatial variable selection methods for investigating acute health effects of fine particulate matter components''.

  • R code and data the spectral covariates in "A spectral method for spatial downscaling''.

  • R code for "A spatial capture-recapture model for territorial species''.

  • Code for "A marginal cure rate proportional hazards model for spatial survival data''.

  • R code for the kernel model in "A hierarchical model for serially-dependent extremes: A study of heat waves in the western US''.

  • R code for ``Estimating the historical and future probabilities of large terrorist events'' by Clauset and Woodard.

  • Reich BJ (2013). Spatiotemporal quantile regression for detecting distributional changes in evironmental processes.. JRSS-C. MCMC code, simulated example, and help file.

  • Reich BJ (2013). Spatiotemporal quantile regression for detecting distributional changes in environmental processes. JRSS-C. R code and simulated example for a non-spatial version of this quantile regression model.

  • Bondell HD, Reich BJ (2013). Consistent high-dimensional Bayesian variable selection via penalized credible regions.. JASA. Code and help file.

  • Fuentes M, Henry, JH, Reich BJ (2013). Nonparametric Spatial Models for Extremes: Application to Extreme Temperature Data. Extremes. Temperature data, MCMC code, simulated example, and help file.

  • Reich BJ, Fuentes M (2012). Nonparametric Bayesian models for a spatial covariance. Statistical Methodology . R code and help file.

  • Reich BJ, Shaby BA(2012). A hierarchical max-stable spatial model for extreme precipitation. AOAS. MCMC code, simulated example, and help file.

  • Pati D, Reich BJ, Dunson DB (2011). Bayesian geostatistical modeling with informative sampling locations. Biometrika. R code and help file and the ozone data.

  • Reich BJ, Bondell HD, Li L (2011). Sufficient dimension reduction via Bayesian mixture modeling. Biometrics. R code and help file.

  • Reich BJ, Bondell HD (2011). A spatial Dirichlet process mixture model for clustering population genetic data. Biometrics. R code, data, and help file.

  • Bondell HD, Reich BJ, Wang H (2011). Non-crossing quantile regression curve estimation. Biometrika. R code and help file.

  • Reich BJ, Fuentes M, Dunson DB (2012). Bayesian spatial quantile regression. Journal of the American Statistical Association. R code for the two-stage model and an illustrative example.

  • Reich BJ, Bondell DB, Wang H (2009). Flexible Bayesian quantile regression for independent and clustered data (2010). Biostatistics. R code for independent and clustered data using the conditional and marginal model.

  • Reich BJ, Bandyopadhyay (2009). A latent factor model for spatial data with informative missingness (2010). Annals of Applied Statistics. R code

  • Bondell HD, Reich BJ (2009). Simultaneous factor selection and collapsing of levels in ANOVA . Biometrics, 69, 169-177. R code

  • Reich BJ, Storlie CS, Bondell HD (2009). Variable selection in Bayesian smoothing spline ANOVA models: Application to deterministic computer codes. Technometrics, 51: 110-120. Our R code and Related R package.

  • Bondell HD, Reich BJ. (2008) Simultaneous regression shrinkage, variable selection, and supervised clustering of predictors with OSCAR. Biometrics, 64: 115-123. R package

  • Storlie CB, Bondell HD, Reich BJ, and Zhang HH (2009). Surface Estimation, Variable Selection, and the Nonparametric Oracle Property. Accepted, Statistica Sinica. R package, R package for survival data

  • Reich BJ, Fuentes M (2007). A multivariate semiparametric Bayesian spatial modeling framework for hurricane surface wind fields . Annals of Applied Statistics, 1:249-264. R Code

  • Reich BJ, Hodges JS, Zadnik V (2006). Effects of residual smoothing on the posterior of the fixed effects in disease-mapping models . Biometrics, 62:1197-1206. Data, shape file, R code for Gaussian and count data, and a simulated example.

  • Reich BJ, Hodges JS, Carlin BP, Reich AM (2006). A Spatial Analysis of Basketball Shot Chart Data. American Statistician, 60: 3-12. Data