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Recent Advances in Computer Science and Communications

Editor-in-Chief

ISSN (Print): 2666-2558
ISSN (Online): 2666-2566

Research Article

Machine Learning Based Support System for Students to Select Stream (Subject)

Author(s): Kapil Sethi, Varun Jaiswal* and Mohammad Dilshad Ansari

Volume 13, Issue 3, 2020

Page: [336 - 344] Pages: 9

DOI: 10.2174/2213275912666181128120527

Price: $65

Abstract

Background: In most of the countries, students have to select a subject/stream in the secondary education phase. Selection of subject/stream is crucial for students because further their career proceeds according to their selection. Mostly subject/stream selection cannot be changed in the further career. Inappropriate selection of subjects due to parental pressure, lack of information etc. can lead to limited success in the selected stream. Guidance for subject/stream selection based on information of successful scholars of their stream and information of students such as interest, family background, previous education and other associated can enhance the success in career.

Methods: Data mining and machine learning based methods were developed on the above information. Data from the different institutions and students of two different streams were used for training and testing purposes. Different machine learning algorithms were used and methods with high accuracy (86.72) were developed.

Result: Developed methods can be extended and used for different subject/stream selection.

Keywords: Secondary education, subject selection, support system, career, student, machine learning.

Graphical Abstract
[1]
I. Robeyns, "Three models of education: Rights, capabilities and human capital", Theory Res. Educ., vol. 4, no. 1, pp. 69-84, March 2006.
[2]
S.O. Olamide, and S.O. Olawaiye, "The factors determining the choice of career among secondary school students", Int. J. Eng. Sci., vol. 2, no. 6, pp. 33-44, 2013.
[3]
M.A. Shaffer, M.L. Kraimer, Y.P. Chen, and M.C. Bolino, "Choices, challenges, and career consequences of global work experiences: A review and future agenda", J. Manag., vol. 38, no. 4, pp. 1282-1327, July 2012.
[4]
P.M. Alexander, M. Holmner, H.H. Lotriet, M.C. Matthee, H.V. Pieterse, S. Naidoo, H. Twinomurinzi, and D. Jordaan, "Factors affecting career choice: Comparison between students from computer and other disciplines", J. Sci. Educ. Technol., vol. 20, no. 3, pp. 300-315, June 2011.
[5]
K. Edwards, and M. Quinter, "Factors influencing students career choices among secondary school students in Kisumu municipality, Kenya", J. Emerg. Trends Edu. Res. Policy Stud. (JETERAPS), vol. 2, no. 2, pp. 81-87, 2011.
[6]
C. McEvoy, "Factors that Influence Parental Choice of School and Experiences in a Rural Education Market", National University of Ireland Maynooth, 2003.
[7]
M. Alias, and M.N.F.B.A. Bakar, "Factors contributing to programme choice and subsequent career selection among engineering students", People, p. 9, 2010.
[8]
M.Z. Aslam, and A.R. Khan, "A proposed decision support system/expert system for guiding fresh students in selecting a faculty in Gomal university", Pakistan. arXiv preprint arXiv:1104, , p. 1678, 2011.
[9]
N. Lodders, and F. Meijers, "Collective learning, transformational leadership and new forms of careers guidance in universities", Brit. J. Guid. Couns., vol. 45, no. 5, pp. 532-546, 2017.
[10]
J. Sharma, and R. Sidhu, "Sources of stress among students preparing in coaching institutes for admission to professional courses", J. Psychol., vol. 2, no. 1, pp. 21-24, 2011.
[11]
A. Shumba, and M. Naong, "Factors influencing students’ career choice and aspirations in South Africa", J. Soc. Sci., vol. 33, no. 2, pp. 169-178, 2012.
[12]
M. Borchert, "Career choice factors of high school students", Unpublished Master of Science thesis. University of Wisconsin-Stout, 2002.
[13]
D.B. Johnstone, and P.N. Marcucci, "Worldwide trends in higher education finance: Cost-sharing, student loans, and the support of academic research", Commissioned paper V. Lynn Meek and Dianne Davies, Vol. 81, 2007.
[14]
G.R. Cheney, B.B. Ruzzi, and K. Muralidharan, A profile of the Indian education system., Prepared for the New Commission on the Skills of the American Workforce, 2005.
[15]
M. Li, and M. Bray, "Cross-border flows of students for higher education: Push–pull factors and motivations of mainland Chinese students in Hong Kong and Macau", High. Educ., vol. 53, no. 6, pp. 791-818, 2007.
[16]
P. Agarwal, "Higher education in India: The need for change", Working paper, 2006.
[17]
A. Al-Ghamdi, S. Al-Ghuribi, A. Fadel, and F.A. AL-Ruhaili, "An Expert system for advising postgraduate students", Int. J. Comp. Sci. Info. Tech. (IJCSIT), vol. 3, no. 3, pp. 4529-4532, 2012.
[18]
T. Feghali, I. Zbib, and S. Hallal, "A web-based decision support tool for academic advising", J. Educ. Technol. Soc., vol. 14, no. 1, pp. 82-94, 2011.
[19]
M.A. Al-Ahmar, "“A prototype student advising expert system supported with an Object-Oriented Database”, International Journal of Advanced Computer Science and Applications (IJACSA)", Special Issue on Artificial Intelligence, vol. 1, no. 3, pp. 100-105, 2011.
[20]
A.N. Nambiar, and A.K. Dutta, "Expert system for student advising using JESS"Educational and Information Technology (ICEIT), 2010 International Conference on IEEE, Chongqing, China, 2010.
[21]
S. Flynn, P. Hebert, D. Korenstein, M. Ryan, W.B. Jordan, and S. Keyhani, "Leveraging social media to promote evidence-based continuing medical education", PLoS One, vol. 12, no. 1, p. e0168962, 2017.
[22]
S.E. McCabe, B.T. West, P. Veliz, V.V. McCabe, S.A. Stoddard, and C.J. Boyd, "Trends in medical and nonmedical use of prescription opioids among US adolescents: 1976-2015", Pediatrics, vol. 139, no. 4, p. e20162387, 2017.
[23]
P. Langley, Elements of machine learning., Morgan Kaufmann, 1996.
[24]
S.B. Kotsiantis, "Use of machine learning techniques for educational proposes: A decision support system for forecasting students’ grades", Artif. Intell. Rev., vol. 37, no. 4, pp. 331-344, 2012.
[25]
Baker. R, "Data mining for education", Int. Encyclopedia Edu., vol. 7, no. 3, pp. 112-118, 2010.
[26]
C. Romero, and S. Ventura, "Educational data mining: A survey from 1995 to 2005", Expert Syst. Appl., vol. 33, no. 1, pp. 135-146, 2007.
[27]
B. Pang, and L. Lee, "A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts"Proceedings of the 42nd annual meeting on Association for Computational Linguistics, Association for Computational Linguistics, 2004.
[28]
W.G. Johnson, "Data mining and machine learning in education with focus in undergraduate CS student success", Proceedings of the 2018 ACM Conference on International Computing Education Research, 2018.
[29]
J. Gardner, Y. Yang, R. Baker, and C. Brooks, "enabling end-toend machine learning replicability: A case study in educational data mining", arXiv preprint.arXiv:1806.05208, June 2018.
[30]
S. Ahmad, and M.J. Pesch, "Essential work skills and readiness: Perceptions of employers, mba students, and undergraduates", Global Journal of Business Pedagogy, vol. 1, no. 3, pp. 1-13, 2017.
[31]
H. Beladi, C. Sinha, and S. Kar, "To educate or not to educate: Impact of public policies in developing countries", Econ. Model., vol. 56, pp. 94-101, August 2016.
[32]
Y. Bengio, A. Courville, and P. Vincent, "Representation learning: A review and new perspectives", IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 8, pp. 1798-1828, 2013.
[33]
S. Bermejo, and J. Cabestany, "Oriented principal component analysis for large margin classifiers", Neural Netw., vol. 14, no. 10, pp. 1447-1461, 2001.
[34]
K. Finning, K. Harvey, D. Moore, T. Ford, B. Davis, and P. Waite, "Secondary school educational practitioners’ experiences of school attendance problems and interventions to address them: A qualitative study", Emotional and Behavioural Difficulties, vol. 23, no. 2, pp. 213-225, 2018.
[35]
J. Goodall, and C. Montgomery, "Parental involvement to parental engagement: A continuum", Educ. Rev., vol. 66, no. 4, pp. 399-410, 2014.
[36]
P. Davies, Paying for education: Debating the price of progress., Routledge, 2018.
[37]
M. Granovetter, "Getting a job: A study of contacts and careers"University of Chicago press, 2018.
[38]
J. Cess-Newsome, "Secondary teachers’ knowledge and beliefs about subject matter and their impact on instruction, in Examining pedagogical content knowledge", Springer, 1999, pp. 51-94.
[39]
J.W. Best, and J.V. Kahn, Research in education., Pearson Education India, 2016.
[40]
X. Fan, and M.J. Chen, "Academic achievement of rural school students: A multi-year comparison with their peers in suburban and urban schools", 1998.
[41]
H.G. Peske, and K. Haycock, Teaching inequality: How poor and minority students are shortchanged on teacher quality: A report and recommendations by the education trust., Education Trust, 2006.
[42]
S. Kelly, "What types of students’ effort are rewarded with high marks?", Sociol. Educ., vol. 81, no. 1, pp. 32-52, 2008.
[43]
N.B. Ellison, "Social network sites: Definition, history, and scholarship", J. of Comput. Mediat. Commun., vol. 13, no. 1, pp. 210-230, 2007.
[44]
H. Levin, "Accelerated schools for at-risk students", 2017
[45]
J.M. Beggs, J.H. Bantham, and S. Taylor, "Distinguishing the factors influencing college students’ choice of major", Coll. Stud. J., vol. 42, no. 2, pp. 381-395, 2008.
[46]
S. Lewis, "Qualitative inquiry and research design: Choosing among five approaches", Health Promot. Pract., vol. 16, no. 4, pp. 473-475, 2015.
[47]
C.A. Moser, and G. Kalton, Survey methods in social investigation., Routledge, 2017.
[48]
D. Ary, L.C. Jacobs, C.K.S. Irvine, and D. Walker, "Introduction to research in education", Cengage Learning, 2018.
[49]
M. Gautam, "Gender, subject choice and higher education in india: Exploring ‘choices’ and ‘constraints’ of women students", Contemp. Educ. Dialogue, vol. 12, no. 1, pp. 31-58, 2015.
[50]
S.K. Singh, "Career selection-A basic insight", Panther House Publication, 2018.
[51]
T.W. Nong, "The impact of career guidance (CG) for career choice (CC) in the secondary schools of Sepitsi Circuit in Lebowakgomo District"Limpopo Province, University of Limpopo, 2016.
[52]
M. Mitchell, and M. Leachman, "Years of cuts threaten to put college out of reach for more students", Center on Budget and Policy Priorities, vol. 13, 2015.
[53]
M. Mitchell, V. Palacios, and M. Leachman, "States are still funding higher education below pre-recession levels", Journal of Collective Bargaining in the Academy, no. 10, p. 71, 2015.
[54]
N. Noddings, "Philosophy of education", Routledge, 2018.
[55]
A. Negi, and V. Jaiswal, "A first attempt to develop a diabetes prediction method based on different global datasets"Parallel, Distributed and Grid Computing (PDGC), 2016 4th International Conference on, IEEE, 2016.
[56]
D. Chauhan, and V. Jaiswal, "Development of computational tool for lung cancer prediction using data mining", Int. J. Comput. Appl. Technol. Res., vol. 5, no. 17, pp. 417-421, 2016.
[57]
L. Sharma, G. Gupta, and V. Jaiswal, Classification and development of tool for heart diseases (MRI images) using machine learningParallel, Distributed and Grid Computing (PDGC), 2016 4th International Conference on, IEEE, 2016.
[58]
A. Abdelaziz, M. Elhoseny, A.S. Salama, and A.M. Riad, "A machine learning model for improving healthcare services on cloud computing environment", Measurement, vol. 119, pp. 117-128, 2018.
[59]
N.M. Nasrabadi, "Pattern recognition and machine learning", Journal of electronic imaging, vol. 16, no. 4, p. 049901, 2007.
[60]
E. Rosten, and T. Drummond, "Machine learning for high-speed corner detection" European conference on computer vision, Springer, 2006.
[61]
M. Elhoseny, A. Nabil, A.E. Hassanien, and D. Oliva, Hybrid rough neural network model for signature recognition.Advances in Soft Computing and Machine Learning in Image Processing., Springer, pp. 295-318. 2018.
[62]
T. Pal, V. Jaiswal, and R.S. Chauhan, "DRPPP: A machine learning based tool for prediction of disease resistance proteins in plants", Comput. Biol. Med., vol. 78, pp. 42-48, 2016.
[63]
C.-L. Huang, and C.-Y. Tsai, "A hybrid SOFM-SVR with a filter-based feature selection for stock market forecasting", Expert Syst. Appl., vol. 36, no. 2, pp. 1529-1539, 2009.
[64]
J. Patel, S. Shah, P. Thakkar, and K. Kotecha, "Predicting stock and stock price index movement using trend deterministic data preparation and machine learning techniques", Expert Syst. Appl., vol. 42, no. 1, pp. 259-268, 2015.
[65]
A. Tharwat, H. Mahdi, M. Elhoseny, and A.E. Hassanien, "Recognizing human activity in mobile crowdsensing environment using optimized k-NN algorithm", Expert Syst. Appl., vol. 107, pp. 32-44, 2018.
[66]
I. Kononenko, "Machine learning for medical diagnosis: History, state of the art and perspective", Artif. Intell. Med., vol. 23, no. 1, pp. 89-109, 2001.
[67]
P. Cortez, and A.M.G. Silva, "Using data mining to predict secondary school student performance", 2008.
[68]
E. Yukselturk, S. Ozekes, and Y.K. Türel, "Predicting dropout student: An application of data mining methods in an online education program", European Journal of Open, Distance and E-learning, vol. 17, no. 1, pp. 118-133, 2014.
[69]
V. Oladokun, A. Adebanjo, and O. Charles-Owaba, "Predicting students’ academic performance using artificial neural network: A case study of an engineering course", Pac. J. Sci. Technol., vol. 9, no. 1, pp. 72-79, 2008.

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