A test for conditional independence between response time and accuracy

Maria Bolsinova*, Gunter Maris

*Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

Abstract

An important distinction between different models for response time and accuracy is whether conditional independence (CI) between response time and accuracy is assumed. In the present study, a test for CI given an exponential family model for accuracy (for example, the Rasch model or the one-parameter logistic model) is proposed and evaluated in a simulation study. The procedure is based on the non-parametric Kolmogorov-Smirnov tests. As an illustrative example, the CI test was applied to data from an arithmetics test for secondary education.

Original languageEnglish
Pages (from-to)62-79
Number of pages18
JournalBritish Journal of Mathematical and Statistical Psychology
Volume69
Issue number1
DOIs
Publication statusPublished - Feb 2016
Externally publishedYes

Keywords

  • conditional independence
  • item response theory
  • Kolmogorov-Smirnov tests
  • response times
  • sufficiency
  • RASCH MODEL
  • SPEED

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