Journalartikel

A latent trait model for response times on tests employing the proportional hazards model


AutorenlisteRanger, Jochen; Ortner, Tuulia

Jahr der Veröffentlichung2012

Seiten334-349

ZeitschriftBritish Journal of Mathematical and Statistical Psychology

Bandnummer65

Heftnummer2

ISSN0007-1102

eISSN2044-8317

DOI Linkhttps://doi.org/10.1111/j.2044-8317.2011.02032.x

VerlagWiley


Abstract
For computer-administered tests, response times can be recorded conjointly with the corresponding responses. This broadens the scope of potential modelling approaches because response times can be analysed in addition to analysing the responses themselves. For this purpose, we present a new latent trait model for response times on tests. This model is based on the Cox proportional hazards model. According to this model, latent variables alter a baseline hazard function. Two different approaches to item parameter estimation are described: the first approach uses a variant of the Cox model for discrete time, whereas the second approach is based on a profile likelihood function. Properties of each estimator will be compared in a simulation study. Compared to the estimator for discrete time, the profile likelihood estimator is more efficient, that is, has smaller variance. Additionally, we show how the fit of the model can be evaluated and how the latent traits can be estimated. Finally, the applicability of the model to an empirical data set is demonstrated.



Zitierstile

Harvard-ZitierstilRanger, J. and Ortner, T. (2012) A latent trait model for response times on tests employing the proportional hazards model, British Journal of Mathematical and Statistical Psychology, 65(2), pp. 334-349. https://doi.org/10.1111/j.2044-8317.2011.02032.x

APA-ZitierstilRanger, J., & Ortner, T. (2012). A latent trait model for response times on tests employing the proportional hazards model. British Journal of Mathematical and Statistical Psychology. 65(2), 334-349. https://doi.org/10.1111/j.2044-8317.2011.02032.x



Schlagwörter


ITEMLIKELIHOOD-ESTIMATIONLIMITED-INFORMATIONPARAMETER


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