项目反应理论

项目反应理论,可以简单初步的理解为算法定义了学生的能力和试题难度,如果学生能力超过试题难度就可以正确回答该试题.

学习

• The Basics of Item Response Theory (by Frank Baker):以书籍的形式讲解了IRT模型
• A visual guide to item response theory
• Relationship between Item Response Theory and Optimization

R包

• emIRT: EM Algorithms for Estimating Item Response Theory Models

论文

• Back to the basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation
• A High Performance Gibbs Sampling Algorithm for Item Response Theory
• If at First You Don’t Succeed, Try, Try Again: Applications of Sequential IRT Models to Cognitive Assessments
  稍微记录几篇关于IRT的论文