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Estimating three- and four-parameter MIRT models with importance-weighted sampling enhanced variational auto-encoder

Multidimensional Item Response Theory (MIRT) is widely used in educational and psychological assessment and evaluation. With the increasing size of modern assessment data, many existing estimation methods become computationally demanding and hence they are not scalable to big data, especially for th...

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Detalles Bibliográficos
Autores principales: Liu, Tianci, Wang, Chun, Xu, Gongjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421264/
https://www.ncbi.nlm.nih.gov/pubmed/36046415
http://dx.doi.org/10.3389/fpsyg.2022.935419