Frequentist mixed models: temporal and spatial correlation structures · Advanced reference treatise

Introduction

What this guide covers

Introduction Multidimensional Statistical Treatise

Overview

Topics covered

• Introduction
• Frequentist Mixed Models: Temporal and Spatial Correlation Structures
• The Linear Mixed Models (LMM) paradigm
• Model Distribution Assumptions
• The structure of residual covariance
• Temporal correlation structures in discrete time I: Autoregressive Processes (AR)

Related concepts

Main connections

• Linear algebra & matrices
• Variance & standard deviation
• Maximum likelihood estimation
• Mixed & multilevel models (GLMM)
• Residual analysis & diagnostics
• Time series & ARIMA

Compatible notation

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