DocumentCode
1909198
Title
Evaluating the Difficulty of Concepts on Domain Knowledge Using Latent Semantic Analysis
Author
Tao-Hsing Chang ; Yao-Ting Sung ; Yao-Tung Lee
Author_Institution
Dept. of Comput. Sci. & Inf. Eng., Nat. Kaohsiung Univ. of Appl. Sci., Kaohsiung, Taiwan
fYear
2013
fDate
17-19 Aug. 2013
Firstpage
193
Lastpage
196
Abstract
As for the field of educational research and its applications, evaluating concept difficulty is necessary but difficult to carry out the work. Two major approaches are employed in previous research to evaluate the difficulty of concepts. Both of two approaches do not take into account whether concepts are acquired by learners and readers or not. This paper will be focused on constructing basic concept list of domain knowledge with latent semantic analysis (LSA), and use the age of acquisition of concept for representing the difficulty of concept. This paper will utilize natural science texts of elementary school in Taiwan as experimental materials to verify the validity of using our proposed method for evaluating the difficulty of concept.
Keywords
natural language processing; text analysis; Taiwan; basic concept list; concept difficulty evaluation; domain knowledge; educational research; elementary school; experimental materials; latent semantic analysis; natural science texts; Complexity theory; Educational institutions; Materials; Ontologies; Psychology; Semantics; Vectors; LSA; age-of-acquisition; concept difficulty;
fLanguage
English
Publisher
ieee
Conference_Titel
Asian Language Processing (IALP), 2013 International Conference on
Conference_Location
Urumqi
Type
conf
DOI
10.1109/IALP.2013.58
Filename
6646035
Link To Document