Sociological Impact on Education An Analytical Approach Through Artificial Neural network
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 32799
Sociological Impact on Education An Analytical Approach Through Artificial Neural network

Authors: P. R. Jayathilaka, K.L. Jayaratne, H.L. Premaratne

Abstract:

This research presented in this paper is an on-going project of an application of neural network and fuzzy models to evaluate the sociological factors which affect the educational performance of the students in Sri Lanka. One of its major goals is to prepare the grounds to device a counseling tool which helps these students for a better performance at their examinations, especially at their G.C.E O/L (General Certificate of Education-Ordinary Level) examination. Closely related sociological factors are collected as raw data and the noise of these data are filtered through the fuzzy interface and the supervised neural network is being utilized to recognize the performance patterns against the chosen social factors.

Keywords: Education, Fuzzy, neural network, prediction, Sociology

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1333817

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1584

References:


[1] O. Aurther, John: Personality Development. Lotus Press.2006
[2] Artificial Neural Networks - A neural network tutorial". Retrieved am 29.08.2011 from http://www.learnartificialneuralnetworks.com/.
[3] Chandra, S.S.; Sharma, S.S. Chandra & Rajendra Kumar: Sociology of Education. Atlantic Publishers & Distributors,2004
[4] Comrie, A.C. (o. J.): Comparing neural networks and regression models for ozone forecasting",Journal of the Air &Waste Management Association,1997, vol. 47, no6, pp. 653-663 (29 ref.)
[5] Downey, Meriel Elaine; Downey, Meriel; Kelly, Albert Victor: Theory and Practice of Education. SAGE.1986.
[6] "Fuzzy Logic Toolbox for MATLAB and Simulink". Retrieved am 28.08.2011from http://www.mathworks.in/products/fuzzylogic/
[7] Herbert Mash,Self-concept theory,measurement and research into practice:The role of self-concept in educational psychology 25th Vernon-Wall lecture, British Psychological Society,2007.
[8] Loveless, A. Scott; Holman, Thomas : The Family in the New Millennium: The place of family in human society. Greenwood Publishing Group, 2007
[9] Mangal, S. K.: Essentials of educational psychology. PHI Learning Pvt. Ltd, 2007.
[10] "Neural Network Toolbox - Documentation". Retrieved, a.m. 29.08.2011 from http://www.mathworks.in/help/toolbox/nnet/.
[11] Moore, T. W.: Philosophy of education: an introduction, Routledge,1982.
[12] Rao : Counselling And Guidance. Tata McGraw-Hill,2002.
[13] Robinson, John P.; Wrightsman, Lawrence S.; Andrews, Frank M: Measures of personality and social psychological attitudes. Gulf Professional Publishing,1991.
[14] Saiful Anwar, Yoshiki Mikami,"Comparing Accuracy Performance of ANN, MLR, and GARCH Model in Predicting Time Deposit Return of Islamic Bank ,IJTEF 2011 Vol.2(1): 44-51
[15] Van Laerhoven, Kristof; Aidoo, Kofi; Lowette, Steven,Real-time Analysis of Data from Many Sensors with Neural Networks". In: IN ISWC,2001 pp. 115--123.
[16] Vygotski─¡, Lev Semenovich; Davidov, Vassily; Silverman, Robert : Educational psychology. St. Lucie Press,1997.
[17] Wikipedia, the free encyclopedia,MATLAB ". Retrieved a.m. 29.08.2011 from http://en.wikipedia.org/wiki/MATLAB.
[18] Willis, Paul E,: Learning to labour: how working class kids get working class jobs. Saxon Hous,1977.
[19] Woolfolk, Anita : Educational Psychology. 9. ed. Pearson Education India,2006.
[20] Zajda, Joseph : Global Pedagogies: Schooling for the Future. Springer,2010.