• DocumentCode
    607136
  • Title

    Multilinear decomposition application into students´ evaluation of teaching effectiveness

  • Author

    Vasconcelos, F.H.L. ; da Silva, T.E.V. ; de Almeida, Andre L. F. ; Mota, Joao C. M. ; Andriola, W.B.

  • Author_Institution
    Dept. of Teleinformatics Eng., Fed. Univ. of Ceara, Fortaleza, Brazil
  • fYear
    2013
  • fDate
    13-15 March 2013
  • Firstpage
    910
  • Lastpage
    916
  • Abstract
    This paper presents a comparative analysis between a bilinear decomposition (Principal Component Analysis - PCA) and a multilinear decomposition (Parallel Factor - PARAFAC) on the data obtained by the students´ evaluation of teaching effectiveness in an engineering course. It is known that the teaching and learning relationship is a nonlinear process related to many fundamental subjects, which are highlighted into students´ evaluation of the teaching effectiveness methodology. The comparison was made in order to know which additional knowledge is obtained when the analysis takes into account the multilinear process model of this. The results shown the importance of the latent characteristics in a students´ professional formation in accordance with the results presented in the application of PARAFAC decomposition, that has been reveled as a powerful tool for data analysis in the assessment area.
  • Keywords
    educational courses; engineering education; principal component analysis; teaching; PARAFAC decomposition method; PCA; SETE methodology; bilinear decomposition; engineering course; latent characteristics; multilinear decomposition process model; nonlinear process; parallel factor; principal component analysis; student evaluation-of-teaching effectiveness methodology; student professional formation; teaching-learning relationship; Analytical models; Arrays; Engineering education; Instruments; Principal component analysis; Telecommunications; PARAFAC; PCA; data analysis; engineering education; multilinearity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Global Engineering Education Conference (EDUCON), 2013 IEEE
  • Conference_Location
    Berlin
  • ISSN
    2165-9559
  • Print_ISBN
    978-1-4673-6111-8
  • Electronic_ISBN
    2165-9559
  • Type

    conf

  • DOI
    10.1109/EduCon.2013.6530215
  • Filename
    6530215