DocumentCode :
507134
Title :
Assessment of Leaner´s Understanding: An Experimental Result
Author :
Lajis, Adidah ; Aziz, Normaziah Abdul
Author_Institution :
Malaysian Inst. of Inf. Technol., Univ. Kuala Lumpur, Kuala Lumpur, Malaysia
Volume :
1
fYear :
2009
fDate :
13-15 Nov. 2009
Firstpage :
282
Lastpage :
286
Abstract :
Assessing leaner´s answers is very time consuming for educators and limits them to be involved in other activities. In many cases, exam papers comprise of questions that require learners to write at least one or two sentences toe express their understanding. However, there are not many computer-based assessment tools due to limitations in computerized marking technology. Our research attempts to address this limitation by introducing a technique to evaluate short free text answer. It is based on a hybrid approach that combines natural language processing, information extraction and artificial intelligence. A textual answer is converted into a node link representation to extract the hidden knowledge structure. We then apply excess entropy to compute the amount of known information for each model and later compute the score accordingly.
Keywords :
educational computing; entropy; information retrieval; knowledge acquisition; natural language processing; artificial intelligence; computer-based assessment tools; computerized marking technology; entropy; hidden knowledge structure extraction; information extraction; leaner understanding assessment; natural language processing; node link representation; textual answer; Artificial intelligence; Computer science; Computer science education; Data mining; Entropy; Functional analysis; Information analysis; Information technology; Natural language processing; Pattern analysis; assisted assessment; entropy;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Technology and Development, 2009. ICCTD '09. International Conference on
Conference_Location :
Kota Kinabalu
Print_ISBN :
978-0-7695-3892-1
Type :
conf
DOI :
10.1109/ICCTD.2009.109
Filename :
5359687
Link To Document :
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