Generalized linear models · Advanced theoretical structure

Introduction

What this guide covers

Introduction Introduction Advanced Mathematical Statistics · Statistical Modeling Theory

Overview

Topics covered

• Introduction
• Introduction Generalized Linear Models
• Introduction and History of Linear Modeling
• The Exponential Family of Distributions
• Fundamental Identities of the Exponential Family
• The Variance Function

Related concepts

Main connections

• Maximum likelihood estimation
• Variance & standard deviation
• Mean & expected value
• Linear algebra & matrices
• Calculus & differentiation
• Generalized linear models (GLM)

Compatible notation

Mathematical sample in LaTeX

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