DocumentCode :
2569773
Title :
Modelling learners´ understanding through node-link analysis and scoring
Author :
Lajis, Adidah ; Aziz, Normaziah Abdul
Author_Institution :
Malaysian Inst. of Inf. Technol., Univ. Kuala Lumpur, Kuala Lumpur, Malaysia
fYear :
2010
fDate :
13-14 Dec. 2010
Abstract :
Assessment is an important component of learning and it also noted that many examinations make heavily used of short answers. This assessment can be a tedious task. This research work proposed a technique that models the teacher´s and learner´s knowledge to evaluate short free text answer. It is based on a hybrid approach that combines natural language processing, a node-link as a representation technique and the application of information theory in the measurement of learners´ understanding. Pearson correlation and exact-and-adjacent agreement have been used as a measurement instrument. Results show that the proposed technique can be applied for the assessment of learners´ understanding in tertiary and school level for computer science and science domain.
Keywords :
correlation methods; educational administrative data processing; information theory; natural language processing; statistical analysis; text analysis; Pearson correlation; computer-based assessment tool; exact-and-adjacent agreement; examination; information theory; learner knowledge; learner understanding; learning; measurement instrument; natural language processing; node-link analysis; scoring; short free text answer; teacher knowledge; Benchmark testing; Computers; Correlation; Educational institutions; computer-based assessment tool; node link analysis; short free text answers;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technology for the Muslim World (ICT4M), 2010 International Conference on
Conference_Location :
Jakarta
Print_ISBN :
978-1-4244-7920-7
Electronic_ISBN :
978-1-4244-7922-1
Type :
conf
DOI :
10.1109/ICT4M.2010.5971878
Filename :
5971878
Link To Document :
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