Extended Bradley-Terry Models
Firth, D and Turner, H (2010) Extended Bradley-Terry Models. In: 2nd Workshop on Psychometric Computing, 25 - 26 February 2010, Munich, Germany. (Unpublished)
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Abstract
The simple Bradley-Terry model postulates a latent "ability" scale for compared objects, where differences in
ability predict the binary outcomes of pair comparisons. Much-studied extensions in the literature include (i)
the possibility that ability is related to object-specific, subject-specific or other predictor variables, and (ii)
methods for dealing with tied outcomes. Such extensions are revisited in this talk. It will be argued that the
dependence of ability on covariates often implies a complex random-effects structure, and also requires
special methods for dealing with missing data and the construction of useful residuals. A new model for
handling ties is suggested, which retains the simple interpretation of existing methods but is more general.
The new "BradleyTerry2" package for R, which replaces the existing "BradleyTerry" package, is designed to
allow flexible application of the methods described. The interface and facilities of the new package will be
introduced mainly through examples of application to psychometric and other data.
Item Type: | Conference or Workshop Item (Paper) |
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Subjects: | 5. Quantitative Data Handling and Data Analysis > 5.17 Quantitative Approaches (other) |
Depositing User: | L-W-S user |
Date Deposited: | 19 May 2010 14:28 |
Last Modified: | 14 Sep 2021 14:22 |
URI: | https://eprints.ncrm.ac.uk/id/eprint/943 |