Use of Information Criteria in the Study of Group Differences in Trace Lines

Appl Psychol Meas. 2019 Mar;43(2):95-112. doi: 10.1177/0146621618772292. Epub 2018 May 15.

Abstract

A brief review of various information criteria is presented for the detection of differential item functioning (DIF) under item response theory (IRT). An illustration of using information criteria for model selection as well as results with simulated data are presented and contrasted with the IRT likelihood ratio (LR) DIF detection method. Use of information criteria for general IRT model selection is discussed.

Keywords: Akaike information criterion; Bayesian information criterion; differential item functioning; information criteria; item response theory; likelihood ratio test; marginal maximum likelihood estimation.