Advanced & Applied Topics · Item Response Theory (IRT)

Item response theory · Unidimensional models for dichotomous items

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction Introduction Mathematical Psychometrics and Advanced Statistical Inference

Overview

Topics covered

  • Introduction
  • Item Response Theory: One-Dimensional Models
  • The conceptual transition from Classical Test Theory (TCT)
  • Axioms and assumptions of one-dimensional IRT
  • 1. One-Dimensional Latent Space
  • 2. Assumption of Local Independence (IL)

Related concepts

Main connections

  • Maximum likelihood estimation
  • Calculus & differentiation
  • Conditional probability & independence
  • Mathematical optimization & gradients
  • Variance & standard deviation
  • Mean & expected value

Compatible notation

Mathematical sample in LaTeX

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

X=T+E
View LaTeX sourceX = T + E