Provides useful tools for cognitive diagnosis modeling (CDM). The package includes functions for empirical Q-matrix estimation and validation, such as the Hull method (Nájera, Sorrel, de la Torre, & Abad, 2021, doi:10.1111/bmsp.12228) and the discrete factor loading method (Wang, Song, & Ding, 2018, doi:10.1007/978-3-319-77249-3_29). It also contains dimensionality assessment procedures for CDM, including parallel analysis and automated fit comparison as explored in Nájera, Abad, and Sorrel (2021, doi:10.3389/fpsyg.2021.614470). Other relevant methods and features for CDM applications, such as the restricted DINA model (Nájera et al., 2023; doi:10.3102/10769986231158829), the general nonparametric classification method (Chiu et al., 2018; doi:10.1007/s11336-017-9595-4), and corrected estimation of the classification accuracy via multiple imputation (Kreitchmann et al., 2022; doi:10.3758/s13428-022-01967-5) are also available. Lastly, the package provides some useful functions for CDM simulation studies, such as random Q-matrix generation and detection of complete/identified Q-matrices.
github.com/pablo-najera/cdmTools | |
Bug report | File report |