Effects of feature selection on the identification of students with learning disabilities using ANN

研究成果: Conference contribution

3 引文 斯高帕斯(Scopus)

摘要

Due to the implicit characteristics of learning disabilities (LD), the identification and diagnosis of students with learning disabilities has long been a difficult issue. Identification of LD usually involves interpreting some standard tests or checklist scores and comparing them to norms that are derived from statistical method. In our previous study, we made a first attempt in adopting two well-known artificial intelligence techniques, namely, artificial neural network (ANN) and support vector machine (SVM), to the LD identification problem. The preliminary results are quite satisfactory, and indicate that we may be going in the right direction. In this paper, we go one step further by combining various feature selection algorithms and the ANN model. The outcomes show that the correct identification rate has improved quite a lot over what we achieved previously. The combined selected features and the ANN classifier can be used as a strong indicator in the LD identification process and improve the accuracy of diagnosis.

原文English
主出版物標題Advances in Natural Computation - Second International Conference, ICNC 2006, Proceedings,
發行者Springer Verlag
頁面565-574
頁數10
ISBN(列印)3540459014, 9783540459019
DOIs
出版狀態Published - 2006 一月 1
事件2nd International Conference on Natural Computation, ICNC 2006 - Xi'an, China
持續時間: 2006 九月 242006 九月 28

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
4221 LNCS - I
ISSN(列印)0302-9743
ISSN(電子)1611-3349

Other

Other2nd International Conference on Natural Computation, ICNC 2006
國家China
城市Xi'an
期間06-09-2406-09-28

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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  • 引用此

    Wu, T. K., Huang, S. C., & Meng, Y. R. (2006). Effects of feature selection on the identification of students with learning disabilities using ANN. 於 Advances in Natural Computation - Second International Conference, ICNC 2006, Proceedings, (頁 565-574). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 4221 LNCS - I). Springer Verlag. https://doi.org/10.1007/11881070_77