Mathematical Modelling and Big-Data Analytics for Student Performance

Mathematical Modelling and Big-Data Analytics for Student Performance K P Prakash K. Selvakumari Abstract
Mathematical Modelling and Big-data Analytics are playing a vital role in educational databases. The result of integrating technology to predict student performance along with Mathematical Modelling and Big-Data Analytics helps us to make better decisions about teaching and learning. Modelling involves formulating real-life situations or to convert the problems in mathematical explanations to a real or believable situation. However, Mathematical modelling are an essential enabler in Big-data and Developments in Big-data analytics require not only more computing, but also new advanced mathematical approaches. In this paper, our main aim to see how Mathematical Modelling and Big-Data analytics help in students’ learning and how they relate to each other. 05 01 2021 012017 http://dx.doi.org/10.1088/crossmark-policy iopscience.iop.org Mathematical Modelling and Big-Data Analytics for Student Performance Journal of Physics: Conference Series paper Published under licence by IOP Publishing Ltd http://creativecommons.org/licenses/by/3.0/ https://iopscience.iop.org/info/page/text-and-data-mining 10.1088/1742-6596/1850/1/012017 https://iopscience.iop.org/article/10.1088/1742-6596/1850/1/012017 https://iopscience.iop.org/article/10.1088/1742-6596/1850/1/012017/pdf https://iopscience.iop.org/article/10.1088/1742-6596/1850/1/012017/pdf https://iopscience.iop.org/article/10.1088/1742-6596/1850/1/012017 https://iopscience.iop.org/article/10.1088/1742-6596/1850/1/012017/pdf Prakash 2019 Big Data Analysis of Student Learning and Teaching Process Using Programme Evaluation Review Technique Ohri 2012 Lawson 2008 An Introduction to Mathematical Modelling Premaratne 2017 10.1155/2017/2187390 Mathematical Modelling of Immune Parameters in the Evolution of Severe Dengue Vecchia 2015 The Relationship between Big Data and Mathematical Modelling: A Discussion in a Mathematical Education Scenario Van Der Merwe 2018 10.5784/34-1-582 Mathematical Modelling for academic performance status reports in learning analytics Cook Desmond PERT - Applications in Education Faster Application of PERT within a Curriculum Development Project Herrera Fuzzy sets and operations research: Perspectives, February 2017 2019 The Use of Big Data Analytics and Artificial intelligence in central banking Lane Fostering Smarter Colleges and Universities: Data, Big Data, and Analytics, July 2014 Lane Fostering Smarter Colleges and Universities: Data, Big Data, and Analytics, July 2014 Krishnan Morgan Kaufmann, Data Warehousing in the Age of Big Data PERT: A Technique in Educational Research Cochran 63 1969 De Coninck The Relationship Between Big Data Analytics and Operations Research, Literature Study, Applications and Research Opportunities Rahutomo Building Data warehouse for Educational Institutions in 9 Steps, September 2018 Das 2016 Data Science: Theories, Models, Algorithms, and Analytics Sharma 2003 Sharma 1986 Sun A Mathematical Foundation of Big Data, July 2017 Sun 2018 A Computational Approach to Intelligent Big Data Analytics Sun 2019 The Elements of Mathematical Analytics Sun 2019 A Mathematical Foundation of Big Data Zhaohao Sun