hirt: Calculates IRT 2PL and 3PL models

[ bsd3, math, program ] [ Propose Tags ]

Program for fitting Item Response Theory (IRT) two (2PL) and three (3PL) parameter logistic models.

Implements Joint Maximum Likelihood (JML) algorithm (currently only supported in 2PL model) and via generic function optimization using L-BFGS-B (both 2PL and 3PL).

Calculates item parameter and subject ability estimates and log likelihood statistics. For contestant abilities supports error estimates via Fisher information, and via two algorithms of the author, namely bootstrap and Bayes a posteriori probability.

Supports outputting coordinate list for a plot of Bayes a posteriori probability of individual subject abilities.

Part of a masters thesis of the author "http://people.ksp.sk/~ivan/irt/ebook.pdf" .

As a side note, it is currently a lacking proper documentation and user friendliness.

Versions 0.0.1.0, 0.0.1.1
Change log ChangeLog.md
Dependencies attoparsec (>=0.10.1 && <0.11), base (==4.*), cmdargs (>=0.9.3 && <0.10), containers (>=0.4 && <0.6), csv (>=0.1.2 && <0.2), hlbfgsb (>=0.0.1.0 && <0.1.0.0), hmatrix (>=0.13.1.0 && <0.15), mwc-random (==0.12.*), numeric-extras (>=0.0.2.2 && <0.1), random (>=1.0.1.1 && <1.1), statistics (==0.10.*), text (>=0.11.1.13 && <0.12), text-format (>=0.3.0.7 && <0.4), vector (==0.9.*), vector-space (==0.8.*) [details]
License BSD-3-Clause
Author Ivan Labáth
Maintainer ivan@hirt.ksp.sk
Category Math
Home page https://people.ksp.sk/~ivan/hirt
Source repo head: darcs get http://people.ksp.sk/~ivan/hirt
this: darcs get http://people.ksp.sk/~ivan/hirt --tag 0.0.1.0
Uploaded by IvanLabath at Mon May 14 21:53:22 UTC 2012
Distributions NixOS:0.0.1.1
Executables hirt
Downloads 799 total (7 in the last 30 days)
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Status Docs not available [build log]
All reported builds failed as of 2016-12-24 [all 9 reports]
Hackage Matrix CI

Flags

NameDescriptionDefaultType
pl3

Compile for 3PL model, doesn't support JML yet. Model needs to be selected at compile time.

DisabledAutomatic

Use -f <flag> to enable a flag, or -f -<flag> to disable that flag. More info

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