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
Link To Document :
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