Numerical Investigation on Asymptotic Features of Model Selection Criteria

Introduction

Using a synthetic example of four geostatistical models (including the true or data-generating model), this study is to investigate: Accuracy of BIC and KIC; Asymptotic features of the model selection criteria, AIC, AICc, BIC, and KIC; Fisher information matrix’s role in model selection; Sensitivity of posterior to prior model probability.