• 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