Generalized linear and nonlinear regression models for DIF detection in longitudinal designs with binary and polytomous responses

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F23%3A00579655" target="_blank" >RIV/67985807:_____/23:00579655 - isvavai.cz</a>

Výsledek na webu

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DOI - Digital Object Identifier

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Jazyk výsledku

angličtina

Název v původním jazyce

Generalized linear and nonlinear regression models for DIF detection in longitudinal designs with binary and polytomous responses

Popis výsledku v původním jazyce

ZÁKLADNÍ ÚDAJE: International Meeting on Detecting Differential Item Functioning in Polytomous IRT Models and/or Multiple Groups Programme. Zurich, 2023. s. 7-7. [International Meeting on Detecting Differential Item Functioning in Polytomous IRT Models and/or Multiple Groups 2023. 12.06.2023-13.06.2023, Zurich]. ABSTRAKT: In this work we focus on modelling item responses in the framework of generalized logistic and non- linear models (GLNM). We first discuss a step-by-step development of item response theory (IRT) models via empirical characteristic curves and GLNM, while emphasizing the didactic value of such an approach (Martinkova & Hladka, 2023). We outline possible further uses of GLNM in analyzing criterion-related item validity, detection of differential item functioning (DIF) and differential item functioning in change (DIF-C, Martinkova et al., 2020) suitable for longitudinal designs with binary as well as polytomous responses (Kolek et al., 2022). Finally, we discuss some novel approaches to parameter estimation in the GLNM framework and their practical implementation in the difNLR and ShinyItem Analysis package.

Název v anglickém jazyce

Generalized linear and nonlinear regression models for DIF detection in longitudinal designs with binary and polytomous responses

Popis výsledku anglicky

ZÁKLADNÍ ÚDAJE: International Meeting on Detecting Differential Item Functioning in Polytomous IRT Models and/or Multiple Groups Programme. Zurich, 2023. s. 7-7. [International Meeting on Detecting Differential Item Functioning in Polytomous IRT Models and/or Multiple Groups 2023. 12.06.2023-13.06.2023, Zurich]. ABSTRAKT: In this work we focus on modelling item responses in the framework of generalized logistic and non- linear models (GLNM). We first discuss a step-by-step development of item response theory (IRT) models via empirical characteristic curves and GLNM, while emphasizing the didactic value of such an approach (Martinkova & Hladka, 2023). We outline possible further uses of GLNM in analyzing criterion-related item validity, detection of differential item functioning (DIF) and differential item functioning in change (DIF-C, Martinkova et al., 2020) suitable for longitudinal designs with binary as well as polytomous responses (Kolek et al., 2022). Finally, we discuss some novel approaches to parameter estimation in the GLNM framework and their practical implementation in the difNLR and ShinyItem Analysis package.

Druh

O - Ostatní výsledky

CEP obor

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OECD FORD obor

10103 - Statistics and probability

Projekt

<a href="/cs/project/GA21-03658S" target="_blank" >GA21-03658S: Teoretické základy výpočetní psychometrie</a><br>

Návaznosti

I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Rok uplatnění

2023

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů