Robust statistics: inference and hypothesis testing

Introduction

What this guide covers

Introduction Asymptotic Theory · Robust Methods

Overview

Topics covered

• Introduction
• Robust Statistics and Hypothesis Testing
• Introduction to the Paradigm: Limits of the Classical Approach
• 1.1 Conceptual Structure of Robust Statistics
• The Influence Function and the Break Point
• 2.1 The Breakdown Point

Related concepts

Main connections

• Variance & standard deviation
• Bootstrap resampling
• Linear algebra & matrices
• Residual analysis & diagnostics
• Maximum likelihood estimation
• Linear regression

Compatible notation

Mathematical sample in LaTeX

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