University of Illinois at Urbana-Champaign
A Model That Combines IRT and Latent Class Models
Abstract
dc:descriptionA measurement model called Hybrid model is developed to overcome the weaknesses of the widely used Item Response Theory (IRT) and Latent Class models by combining them both. The weakness of IRT is that it is unable to express cognitive structure whether that is rule of operations or particular misunderstanding, or to give descriptive information of knowledge possessed by examinees. The Latent Class models require severe constraints, namely possession of complete knowledge of latent classes, and has the indeterminacy of number of ordered classes. The Hybrid model is most applicable in the so-called achievement testing, diagnostic testing, and mastery testing environment, and it is applicable even in some "ability tests" as long as a unique understanding or misunderstanding of the examinee can be characterized by a particular response pattern.
Degree
thesis:*- Name thesis:degree_name
- Ph.D.
- Level thesis:degree_level
- Dissertation
- Discipline thesis:degree_discipline
- Education
- Grantor
- University of Illinois at Urbana-Champaign
- Year dc:date
- 2014
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Yamamoto, Kentaro
- Contributors dc:contributor
-
- Tatsuoka, Kikumi K.
Subjects
dc:subject × 1Identifiers
dc:identifier.*- Identifier
- (UMI)AAI8803242
- OAI identifier oai:identifier
- oai:www.ideals.illinois.edu:2142/69173