Multidimensional Item Response Theory
Overview
Analysis of discrete response data using unidimensional and multidimensional item analysis models under the Item Response Theory paradigm (Chalmers (2012) doi:10.18637/jss.v048.i06). Exploratory and confirmatory item factor analysis models are estimated with quadrature (EM) or stochastic (MHRM) methods. Confirmatory bi-factor and two-tier models are available for modeling item testlets using dimension reduction EM algorithms, while multiple group analyses and mixed effects designs are included for detecting differential item, bundle, and test functioning, and for modeling item and person covariates. Finally, latent class models such as the DINA, DINO, multidimensional latent class, mixture IRT models, and zero-inflated response models are supported, as well as a wide family of probabilistic unfolding models.
itemstats()gainsts_funargument to indicate how the composite score should be formedempirical.plot()gains othertypeinputs:discrimto plot reduced item-total correlations,difficultyto plot the item means,discrim_diffto produced a bivariate plot,alpha_rmfor item-removal behaviour on coefficient alpha, andfreqfor bar-chart frequencies per item. The first three can be accompanied by asortlogicalempirical.plot()gains anorg.dataargument to substitute un-scored data in when building empirical trace-lines. Useful for simple distractor analysis visualization, where now the scored key(s) are auto-detected and plotted with higher contrast- Maximum EM iteration limit warning decreased to
message()instead. However, if last iteration had Aitken-accelerated criterion discrepancies greater than 1e-3 then a warning will be raised to indicate that the EM algorithm is likely still climbing
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Installing mirt adds 63 packages (30 with compiled code, 27 MB of source tarballs). Heaviest: SimDesign 2.4 MB, Rcpp 1.8 MB, GPArotation 1.6 MB.
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- RR 4.1.0 released · 2021-05-18
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- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- RR 3.1.0 released · 2014-04-10
- 3.0.3Latest
- 3.0.22013-08-30 · diff ↗ ·
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confmirt, confmirt.modeladded 4 exports
PLCI.mirt, expected.item, mirt.model, mirtCluster - 3.0.1
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- RR 3.0.0 released · 2013-04-03
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- RR 2.15.0 released · 2012-03-30
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- RR 2.14.0 released · 2011-10-31
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extract.item, itemfit, iteminfo, multipleGroup, personfit, wald - 0.3.0
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- RR 2.13.0 released · 2011-04-13
Package metadata
- First published
- 2011-07-02
- Total releases
- 84 / 15 yrs
- License
- GPL (>= 3) OSI
- Minimum R
- ≥ 4.1.0
- Bundled data
- 72 KB / 10 files
- Download size
- 799 KB
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