Method for estimating examinee attribute parameters in cognitive diagnosis models

Patent №

US 8,550,822

Granted

2013-10-08

Filed 2009

Owner

EDUCATIONAL TESTING SERVICE

Lab

AI components

2

ml · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12591036

A method of determining a mastery level for an examinee from an assessment is disclosed. The method includes receiving one or more of an overall skill level for an examinee, a weight for the overall skill level, a covariate vector for an examinee, and a weight for the covariate vector. An examinee attribute value is computed using one or more of the received values for each examinee and each attribute. The computation of the examinee attribute values can include estimating the value using a Markov Chain Monte Carlo estimation technique. Examinee mastery levels are then assigned based on each examinee attribute level. Dichotomous or polytomous levels can be assigned based on requirements for the assessment.

AI classification

Machine learning1.00
Planning1.00
Vision0.32
AI hardware0.13
Knowledge representation0.01
Natural language0.00
Speech0.00
Evolutionary computation0.00

Ownership

EDUCATIONAL TESTING SERVICE

assignment · 235140120

Assignors

TEMPLIN, JONATHAN

On an employer assignment, the assignors are typically the inventors.

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