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