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PageRank Algorithm to Improve the Peer-Led Team Learning Pedagogical Approach

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Smart Education and e-Learning 2016

Part of the book series: Smart Innovation, Systems and Technologies ((SIST,volume 59))

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Abstract

Peer-Led Team Learning model has been introduced into several undergraduate courses and it showed improvement in students’ learning performance. Despite its success, little attention has been given to further enhance the model for academic benefits particularly in terms of suitable peer leaders selection, homogenous groups forming and the process of disseminating the educational knowledge. In this paper, we utilized PageRank Algorithm to improve the PLTL pedagogical approach. Unlike the traditional way, we introduced social interaction analysis as a way to create natural groups of students, and select the best peer leaders in classrooms who can disseminate the educational knowledge in an efficient and smooth fashion. The new proposed approach was tested on a dataset of 16 students in an Operating System course offered at the College of Information Technology (CIT), United Arab Emirates University. The improvement in students’ performance achieved is encouraging evidence in favor of the proposed method.

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References

  1. Gosser, D., Roth, V., Gafney, L., Kampmeier, J., Strozak, V., Varma-Nelson, P.: Workshop chemistry: overcoming the barriers to student success. J. Chem. Educ. 1, 1–17 (1996)

    Google Scholar 

  2. Woodward, A., Gosser, D.K., Weiner, M.: Problem solving workshops in general chemistry. J. Chem. Educ. 8(70), 651–652 (1993)

    Article  Google Scholar 

  3. Hewlett, J.: In search of synergy: combining peer-led team learning with the case study method. J. Coll. Sci. Teach. 33(4), 28–31 (2004)

    Google Scholar 

  4. Tenney, A., Houck, B.: Peer-led team learning in introductory biology and chemistry courses: A parallel approach. J. Math. Sci.: Collab. Explor. 6, 11–20 (2003)

    Google Scholar 

  5. Wamser, C.C.: Peer-led team learning in organic chemistry: effects on student performance, success, and persistence in the course. J. Chem. Educ. 83(10), 1562–1566 (2006)

    Article  Google Scholar 

  6. Grunspan, D.Z., Wiggins, B.L., Goodreau, S.M.: Understanding classrooms through social network analysis: a primer for social network analysis in education research. CBE-Life Sci. Educ. 3, 167–178 (2014)

    Google Scholar 

  7. Brin, S., Page, L.: The anatomy of a large-scale hypertextual web search engine. Comput. Networks ISDN Syst. 30, 107–117 (1998)

    Article  Google Scholar 

  8. Bryan, K., Leise, T.: $25,000,000,000 eigenvector: the linear algebra behind google. SIAM Rev. 48(3), 569–581 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  9. Ishii, H., Tempo, R.: A distributed randomized approach for the pagerank computation: Part 1. In: 47th IEEE Conference on Decision and Control, pp. 3523–3528, Yokohama, Japan (2008)

    Google Scholar 

  10. Zaki, N.M., Berengueres, J., Efimov, D.: Detection of protein complexes using a protein ranking algorithm. Proteins: Struct. Funct. Bioinf. 80(10), 2459–2468 (2012)

    Article  Google Scholar 

  11. Meyer, C.M., Langville, A.N., Meyer, C.: Matrix Analysis. Princeton University Press (2006)

    Google Scholar 

  12. Edwards, S., Bone, J.: Integrating peer assisted learning and eLearning: using innovative pedagogies to support learning and teaching in higher education settings. Aust. J. Teach. Educ. 37(5) (2012)

    Google Scholar 

  13. Zaki, N.M., Mora, A.: A comparative analysis of computational approaches and algorithms for protein subcomplex identification. Sci. Rep. 4, 4262 (2014)

    Article  Google Scholar 

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Acknowledgment

The author would like to thank the students of section 51, ITBP315 who were registered in the Fall of 2015 for their volunteering to provide the social data which made this study a success. Special thanks to the College of Information Technology and the United Arab Emirates University for facilitating the study.

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Correspondence to Nazar Zaki .

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© 2016 Springer International Publishing Switzerland

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Zaki, N. (2016). PageRank Algorithm to Improve the Peer-Led Team Learning Pedagogical Approach. In: Uskov, V., Howlett, R., Jain, L. (eds) Smart Education and e-Learning 2016. Smart Innovation, Systems and Technologies, vol 59. Springer, Cham. https://doi.org/10.1007/978-3-319-39690-3_20

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  • DOI: https://doi.org/10.1007/978-3-319-39690-3_20

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-39689-7

  • Online ISBN: 978-3-319-39690-3

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