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Item Pool Construction Using Mixed Integer Quadratic Programming (MIQP). GMAC® Research Report RR-14-01
العنوان: | Item Pool Construction Using Mixed Integer Quadratic Programming (MIQP). GMAC® Research Report RR-14-01 |
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اللغة: | English |
المؤلفون: | Han, Kyung T., Rudner, Lawrence M., Graduate Management Admission Council (GMAC) |
المصدر: | Graduate Management Admission Council. 2014. |
الإتاحة: | Graduate Management Admission Council. 11921 Freedom Drive Suite 300, Reston, VA 20190. Tel: 866-505-6559; Tel: 703-668-9600; Fax: 703-668-9601; e-mail: customercare@gmac.com; Web site: http://www.gmac.com |
Peer Reviewed: | N |
Page Count: | 20 |
تاريخ النشر: | 2014 |
نوع الوثيقة: | Reports - Research |
Education Level: | Higher Education Postsecondary Education |
Descriptors: | Item Banks, Programming, Computer Assisted Testing, Adaptive Testing, Models, Test Construction, Comparative Analysis, College Entrance Examinations, Graduate Study |
Assessment and Survey Identifiers: | Graduate Management Admission Test |
مستخلص: | This study uses mixed integer quadratic programming (MIQP) to construct multiple highly equivalent item pools simultaneously, and compares the results from mixed integer programming (MIP). Three different MIP/MIQP models were implemented and evaluated using real CAT item pool data with 23 different content areas and a goal of equal information functions across pools and within each content area. The study addresses two important practical questions: (a) how many evaluation points should the objective functions of the MIP/MIQP models use when the targets have numerous non~N(0,1) distributions, and (b) how should the solver be structured when an item bank is gigantic? The study finds that all three MIP/MIQP models could be used effectively to construct highly parallel item pools and content bins when five evaluation points were used. Utilization of these techniques can replace current laborious manual pool construction methods. The report also includes an appendix: "Cases With a Deficient Item Bank." |
Abstractor: | As Provided |
Number of References: | 10 |
Entry Date: | 2015 |
رقم الأكسشن: | ED558455 |
قاعدة البيانات: | ERIC |
الوصف غير متاح. |