Multiswarm Multiobjective Particle Swarm Optimization with Simulated Annealing for Extracting Multiple Tests

المؤلفون المشاركون

Bui, Toan
Nguyen, Tram
Huynh, Huy M.
Vo, Bay
Chun-Wei Lin, Jerry
Hong, Tzung-Pei

المصدر

Scientific Programming

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-15، 15ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-08-01

دولة النشر

مصر

عدد الصفحات

15

التخصصات الرئيسية

الرياضيات

الملخص EN

Education is mandatory, and much research has been invested in this sector.

An important aspect of education is how to evaluate the learners’ progress.

Multiple-choice tests are widely used for this purpose.

The tests for learners in the same exam should come in equal difficulties for fair judgment.

Thus, this requirement leads to the problem of generating tests with equal difficulties, which is also known as the specific case of generating tests with a single objective.

However, in practice, multiple requirements (objectives) are enforced while making tests.

For example, teachers may require the generated tests to have the same difficulty and the same test duration.

In this paper, we propose the use of Multiswarm Multiobjective Particle Swarm Optimization (MMPSO) for generating k tests with multiple objectives in a single run.

Additionally, we also incorporate Simulated Annealing (SA) to improve the diversity of tests and the accuracy of solutions.

The experimental results with various criteria show that our approaches are effective and efficient for the problem of generating multiple tests.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Bui, Toan& Nguyen, Tram& Huynh, Huy M.& Vo, Bay& Chun-Wei Lin, Jerry& Hong, Tzung-Pei. 2020. Multiswarm Multiobjective Particle Swarm Optimization with Simulated Annealing for Extracting Multiple Tests. Scientific Programming،Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1209103

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Bui, Toan…[et al.]. Multiswarm Multiobjective Particle Swarm Optimization with Simulated Annealing for Extracting Multiple Tests. Scientific Programming No. 2020 (2020), pp.1-15.
https://search.emarefa.net/detail/BIM-1209103

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Bui, Toan& Nguyen, Tram& Huynh, Huy M.& Vo, Bay& Chun-Wei Lin, Jerry& Hong, Tzung-Pei. Multiswarm Multiobjective Particle Swarm Optimization with Simulated Annealing for Extracting Multiple Tests. Scientific Programming. 2020. Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1209103

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1209103