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Modeling item responses under different frameworks
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SYSNO ASEP 0580478 Druh ASEP A - Abstrakt Zařazení RIV O - Ostatní Název Modeling item responses under different frameworks Tvůrce(i) Martinková, Patrícia (UIVT-O) SAI, RID, ORCID
Hladká, Adéla (UIVT-O) SAI, ORCID, RIDZdroj.dok. The 10th European Congress of Methodology (EAM2023) Book of Abstracts. - Ghent : Ghent University, 2023
S. 230-230Poč.str. 1 s. Forma vydání Online - E Akce EAM2023: European Congress of Methodology /10./ Datum konání 11.07.2023 - 13.07.2023 Místo konání Ghent Země BE - Belgie Typ akce EUR Jazyk dok. eng - angličtina Země vyd. BE - Belgie Klíč. slova item response theory ; factor analysis ; item functioning Obor OECD Statistics and probability CEP GA21-03658S GA ČR - Grantová agentura ČR Institucionální podpora UIVT-O - RVO:67985807 Anotace ZÁKLADNÍ ÚDAJE: The 10th European Congress of Methodology (EAM2023) Book of Abstracts. Ghent: Ghent University, 2023. s. 230-230. [EAM2023: European Congress of Methodology /10./. 11.07.2023-13.07.2023, Ghent]. ABSTRACT: Item responses may be modeled in the factor analytic framework as well as in the framework of generalized linear and nonlinear mixed-effect models (also referred as item response theory, IRT). In this work, we first discuss the relationships between the two frameworks and advantages of each of them. We then focus on the latter one, and describe a step-by-step development of IRT models via empirical characteristic curves and generalized linear and nonlinear models (GLNM), while emphasizing the didactic value of such an approach (Martinková & Hladká, 2023). We outline possible further uses of GLNM in testing criterion-related item validity and we demonstrate them with real data examples. Finally, we present some novel approaches to parameter estimation in the GLNM framework and discuss their challenges in practical implementation. Martinková, P., & Hladká, A. (2023) Computational Aspects of Psychometric Methods. With R. Chapman and Hall/CRC (In Press). ISBN 9780367515386. Pracoviště Ústav informatiky Kontakt Tereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800 Rok sběru 2024 Elektronická adresa https://eam2023.ugent.be/images/eam2023_abstracts_book.pdf
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