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Generalising IRT to Discriminate Between Examinees

Authors :
Boubekki, Ahcène
Brefeld, Ulf
Delacroix, Thomas
Santos, Olga Cristina
Boticario, Jesus Gonzalez
Romeo, Cristobal
Pechenizkiy, Mykola
Merceron, Agathe
Mitros, Piotr
Luna, Jose Maria
Mihaescu, Cristian
Moreno, Pablo
Hershkovitz, Arnon
Ventura, Sebastian
Desmarais, Michel
Source :
Boubekki, A, Brefeld, U & Delacroix, T 2015, Generalising IRT to Discriminate Between Examinees . in Proceedings of the International Conference on Educational Data Mining . 8th International Conference on Educational Data Mining-EDM 2015, Madrid, Spain, 26.06.15 ., Boubekki, A, Brefeld, U & Delacroix, T 2015, Generalising IRT to Discriminate Between Examinees . in O C Santos, J G Boticario, C Romeo, M Pechenizkiy, A Merceron, P Mitros, J M Luna, C Mihaescu, P Moreno, A Hershkovitz, S Ventura & M Desmarais (eds), Proceedings of the International Conference on Educational Data Mining . National University for Distance Education (UNED), Madrid, pp. 604-605, 8th International Conference on Educational Data Mining-EDM 2015, Madrid, Spain, 26.06.15 .
Publication Year :
2015

Abstract

We present a generalisation of the IRT framework that allowsto discriminate between examinees. Our model thereforeintroduces examinee parameters that can be optimisedwith Expectation Maximisation-like algorithms. We provideempirical results on PISA data showing that our approachleads to a more appropriate grouping of PISA countries thanby test scores and socio-economic indicators.

Subjects

Subjects :
Informatics
Business informatics

Details

Language :
English
Database :
OpenAIRE
Journal :
Boubekki, A, Brefeld, U & Delacroix, T 2015, Generalising IRT to Discriminate Between Examinees . in Proceedings of the International Conference on Educational Data Mining . 8th International Conference on Educational Data Mining-EDM 2015, Madrid, Spain, 26.06.15 ., Boubekki, A, Brefeld, U & Delacroix, T 2015, Generalising IRT to Discriminate Between Examinees . in O C Santos, J G Boticario, C Romeo, M Pechenizkiy, A Merceron, P Mitros, J M Luna, C Mihaescu, P Moreno, A Hershkovitz, S Ventura & M Desmarais (eds), Proceedings of the International Conference on Educational Data Mining . National University for Distance Education (UNED), Madrid, pp. 604-605, 8th International Conference on Educational Data Mining-EDM 2015, Madrid, Spain, 26.06.15 .
Accession number :
edsair.dedup.wf.001..7be6dd64e676865a0a4aca6abdb5f579