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Volumn , Issue , 2010, Pages 877-882

A comparative analysis of mining techniques for automatic detection of student's learning style

Author keywords

Classification; Educational data mining; Felder Silverman model; Learning styles

Indexed keywords

AUTOMATIC DETECTION; CLASSIFICATION; CLASSIFICATION ACCURACY; CLASSIFICATION RULES; COMPARATIVE ANALYSIS; CROSS VALIDATION; EDUCATIONAL DATA MINING; FELDER SILVERMAN MODEL; KAPPA STATISTIC; LEARNING STYLE; LEARNING STYLES; MINING TECHNIQUES; TRAINING ERRORS; TREE CLASSIFIERS;

EID: 79851479403     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISDA.2010.5687150     Document Type: Conference Paper
Times cited : (22)

References (23)
  • 1
    • 79851501401 scopus 로고    scopus 로고
    • A study on feature selection techniques in educational data mining
    • Dec
    • Ramaswami M. and Bhaskaran R. A Study on Feature Selection Techniques in Educational Data Mining. Journal of Computing. Vol. 1, Issue 1, Dec 2009.
    • (2009) Journal of Computing , vol.1 , Issue.1
    • Ramaswami, M.1    Bhaskaran, R.2
  • 4
    • 67349227408 scopus 로고    scopus 로고
    • Automatic detection of learning styles for an E=learning system
    • Elsevier
    • Ozpolat E. and Akar G.B. Automatic Detection of Learning Styles for an E=learning System. Computers & Education 53 (2009) Elsevier. pp. 355-367.
    • (2009) Computers & Education , vol.53 , pp. 355-367
    • Ozpolat, E.1    Akar, G.B.2
  • 6
    • 33845663518 scopus 로고    scopus 로고
    • Educational data mining: A survey from 1995 to 2005
    • DOI 10.1016/j.eswa.2006.04.005, PII S0957417406001266
    • Romero C. and Ventura S. Educational Data Mining: A Survey from 1995 to 2005. Expert Systems with Applications 33 (2007) 135 - 146. (Pubitemid 44959924)
    • (2007) Expert Systems with Applications , vol.33 , Issue.1 , pp. 135-146
    • Romero, C.1    Ventura, S.2
  • 8
    • 34247175453 scopus 로고    scopus 로고
    • An approach for detecting learning styles in learning management systems
    • 1652395, Proceedings - Sixth International Conference on Advanced Learning Technologies, ICALT 2006
    • Graf, S. and Kinshuk, (2006) 'An Approach for Detecting Learning Styles in Learning Management Systems', Proceedings of the International Conference on Advanced Learning Technologies. IEEE Computer Science, pp. 161-163. (Pubitemid 46591582)
    • (2006) Proceedings - Sixth International Conference on Advanced Learning Technologies, ICALT 2006 , vol.2006 , pp. 161-163
    • Graf, S.1    Kinshuk2
  • 9
    • 27644587988 scopus 로고    scopus 로고
    • Identification of learning styles online by observing learners' browsing behaviour through a neural network
    • DOI 10.1111/j.1467-8535.2005.00437.x
    • Lo J. and Shu P. (2005) 'Identification Of Learning Styles Online by Observing Learners' Browsing Behaviour Through A Neural Network', British Journal of Educational Technology. Vol 36 No 1. pp 43-55. (Pubitemid 41556773)
    • (2005) British Journal of Educational Technology , vol.36 , Issue.1 , pp. 43-55
    • Lo, J.-J.1    Shu, P.-C.2
  • 10
    • 33745298121 scopus 로고    scopus 로고
    • Learning styles' recognition in e-learning environments with feed-forward neural networks
    • DOI 10.1111/j.1365-2729.2006.00169.x
    • Villaverde J., Godoy D. AND Amandi A. (2006) 'Learning Styles' Recognition In E-Learning Environments With Feed-Forward Neural Networks', Journal of Computer Assisted Learning, Vol. 22(3), pp. 197 - 206. (Pubitemid 43937511)
    • (2006) Journal of Computer Assisted Learning , vol.22 , Issue.3 , pp. 197-206
    • Villaverde, J.E.1    Godoy, D.2    Amandi, A.3
  • 11
    • 34249041761 scopus 로고    scopus 로고
    • Evaluating Bayesian networks' precision for detecting students' learning styles
    • DOI 10.1016/j.compedu.2005.11.017, PII S0360131505001788
    • García P., Amandi A., Schiaffin S., Campo M., (2007) 'Evaluating Bayesian Networks Precision for Detecting Students' Learning Styles'. Computers & Education, 49. 794-808, Elsevier (Pubitemid 46783971)
    • (2007) Computers and Education , vol.49 , Issue.3 , pp. 794-808
    • Garcia, P.1    Amandi, A.2    Schiaffino, S.3    Campo, M.4
  • 12
    • 35048853609 scopus 로고    scopus 로고
    • Predicting learning characteristics in A multiple intelligence based tutoring system
    • Springer Berlin/Heidelberg
    • Kelly D. and Tangney B. (2004) 'Predicting Learning Characteristics In A Multiple Intelligence Based Tutoring System', LNCS Volume 3220/2004. Springer Berlin/Heidelberg.
    • (2004) LNCS Volume 3220/2004
    • Kelly, D.1    Tangney, B.2
  • 13
    • 33748335453 scopus 로고    scopus 로고
    • A genetic algorithm approach to recognise students' learning styles
    • DOI 10.1080/10494820600733565, PII Q2782G23Q1365886
    • Yaannibelli V., Godoy D., Amandi A., (2006) 'A Genetic Algorithm Approach to Recognize Students' Learning Styles', Interactive Learning Environments. Vol. 14(1), pp. 55 - 78. Taylor & Francis. (Pubitemid 44322176)
    • (2006) Interactive Learning Environments , vol.14 , Issue.1 , pp. 55-78
    • Yannibelli, V.1    Godoy, D.2    Amandi, A.3
  • 15
    • 77950201806 scopus 로고    scopus 로고
    • Granular mining of student's learning behavior in learning management system using rough set technique
    • SCI 273 Springer-Verlag Berlin Heidelberg
    • Ahmad N.B., Shamsuddin S. and Abraham A. Granular Mining of Student's Learning Behavior in Learning Management System Using Rough Set Technique, Computational Intelligence for Tech. Enhanced Learning, SCI 273, pp. 99-124. Springer-Verlag Berlin Heidelberg 2010.
    • (2010) Computational Intelligence for Tech. Enhanced Learning , pp. 99-124
    • Ahmad, N.B.1    Shamsuddin, S.2    Abraham, A.3
  • 17
    • 33845621876 scopus 로고    scopus 로고
    • Mining learner profile utilizing association rule for web-based learning diagnosis
    • DOI 10.1016/j.eswa.2006.04.025, PII S0957417406001151
    • Chen C-M, Hsieh Y-L and Hsu S-H. Mining learner profile utilizing association rule for web-based learning diagnosis. Expert Systems with Applications 33 (2007) 6-22. Elsevier. (Pubitemid 44959913)
    • (2007) Expert Systems with Applications , vol.33 , Issue.1 , pp. 6-22
    • Chen, C.-M.1    Hsieh, Y.-L.2    Hsu, S.-H.3
  • 18
    • 79851469691 scopus 로고    scopus 로고
    • th September 2010
    • th September 2010.
    • WEKA
  • 19
    • 0001942419 scopus 로고
    • Learning and teaching styles in engineering education
    • Available at
    • Felder R. and Silverman L., (1988), 'Learning And Teaching Styles In Engineering Education', Engineering Education, 78 (7), pp. 674-681. Available at http://www.ncsu.edu/felderpublic/Papers/LS-1988.pdf.
    • (1988) Engineering Education , vol.78 , Issue.7 , pp. 674-681
    • Felder, R.1    Silverman, L.2
  • 23
    • 79851480527 scopus 로고    scopus 로고
    • th September 2010
    • th September 2010.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.