Statistical Modeling & Regression · Linear Regression & Diagnostics

Simple linear regression — Advanced statistical theory

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction Introduction Econometrics — Linear Theory

Overview

Topics covered

  • Introduction
  • Simple Linear Regression
  • Introduction and Historical Context
  • From Correlation to Regression
  • Formal Statistical Notation
  • The Simple Linear Regression Population Model

Related concepts

Main connections

  • Variance & standard deviation
  • Linear regression
  • Residual analysis & diagnostics
  • Maximum likelihood estimation
  • Mean & expected value
  • Mathematical expectation & moments

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

E(Y|X=x)
View LaTeX sourceE(Y | X = x)