You are here

Extended Item Response Theory Model Incorporating Item Response Time

Title: An Extended Item Response Theory Model Incorporating Item Response Time.
53 views
27 downloads
Name(s): Ingrisone, Soo Jeong, author
Becker, Betsy Jane, professor co-directing dissertation
Song, Kai-Sheng, professor co-directing dissertation
Huffer, Fred W., outside committee member
Kamata, Akihito, committee member
Department of Educational Psychology and Learning Systems, degree granting department
Florida State University, degree granting institution
Type of Resource: text
Genre: Text
Issuance: monographic
Date Issued: 2008
Publisher: Florida State University
Place of Publication: Tallahassee, Florida
Physical Form: computer
online resource
Extent: 1 online resource
Language(s): English
Abstract/Description: There is a growing need to use response time data to improve measurement quality with the increasing popularity of computerized testing. This work simultaneously models item response and response time to improve on current IRT models that do not account for response time when there is a time limit in real testing. The joint distribution for item response and response time is presented in this work. It is specified as the product of the conditional distribution of response accuracy given response time and the marginal distribution of response time based on the lognormal distribution. A modified version of Thissen's (1983) log linear model is used to fit the response time. Marginal maximum likelihood estimation is developed and employed to estimate the item parameters. In addition, a maximum a posteriori procedure is developed and implemented to estimate person parameters. Three different simulation studies were conducted to evaluate the precision of estimation procedures. The results of item and person parameter estimates based on MML and MAP procedures were found to be consistent and accurate.
Identifier: FSU_migr_etd-3868 (IID)
Submitted Note: A Dissertation submitted to the Department of Educational Psychology and Learning Systems in partial fulfillment of the requirements for the degree of Doctor of Philosophy.
Degree Awarded: Fall Semester, 2008.
Date of Defense: October 23, 2008.
Keywords: Marginal Maximum Likelihood, MAP, Response Time, Lognormal Distribution, Item Response Theory, Joint Distribution
Bibliography Note: Includes bibliographical references.
Advisory Committee: Betsy Jane Becker, Professor Co-Directing Dissertation; Kai-Sheng Song, Professor Co-Directing Dissertation; Fred W. Huffer, Outside Committee Member; Akihito Kamata, Committee Member.
Subject(s): Educational psychology
Persistent Link to This Record: http://purl.flvc.org/fsu/fd/FSU_migr_etd-3868
Owner Institution: FSU

Choose the citation style.
Ingrisone, S. J. (2008). An Extended Item Response Theory Model Incorporating Item Response Time. Retrieved from http://purl.flvc.org/fsu/fd/FSU_migr_etd-3868