
25
Empirical Bayes Methods fo r the Transformed
Gaussian R andom Field Model with Additive
Measurement Errors
Vivekananda Roy
Iowa State University
Evangelos Evangelou
University of Bath
Zhengyuan Zhu
Iowa State University
CONTENTS
25.1 Intro ductio n . . . . . . . . .. . . . . . .. .. . . . . . .. . . .. . . . .. . . .. . . . .. .. . . . .. .. . 521
25.2 The Transformed Gaussian Model with Measurement Error . .. . 523
25.2.1 Model description . .. . . . . . . . .. . . .. . .. .. . . . . . .. .. .. . . . .. .. . 523
25.2.2 Posterior density and MCMC . . .. . . . .. .. .. . .. . . .. . . . . . . . 525
25.3 Estimation of Transformation and Correlation Parameters ...