Student Performance Prediction Model based on Supervised Machine Learning Algorithms

[1]  Chaman Verma,et al.  Age Group Predictive Models for the Real Time Prediction of the University Students using Machine Learning: Preliminary Results , 2019, 2019 IEEE International Conference on Electrical, Computer and Communication Technologies (ICECCT).

[2]  Andrew P. Bradley,et al.  The use of the area under the ROC curve in the evaluation of machine learning algorithms , 1997, Pattern Recognit..

[3]  Aqeel Majeed Humadi,et al.  Students’ Success Prediction based on Bayes Algorithms , 2017 .

[4]  Ignacio Bosch,et al.  Machine Learning Prediction Approach to Enhance Congestion Control in 5G IoT Environment , 2019, Electronics.

[5]  M. Hossain,et al.  Classification of Hematological Data Using Data Mining Technique to Predict Diseases , 2018 .

[6]  Lucas Amorim,et al.  Mineração de Dados Educacionais: Conceitos, Técnicas, Ferramentas e Aplicações , 2013 .

[7]  Moti Zwilling,et al.  Student data mining solution-knowledge management system related to higher education institutions , 2014, Expert Syst. Appl..

[8]  Manu Sood,et al.  Predicting student performance using decision tree classifiers and information gain , 2014, 2014 International Conference on Parallel, Distributed and Grid Computing.

[9]  Erman Yukselturk,et al.  Predicting Dropout Student: An Application of Data Mining Methods in an Online Education Program , 2014 .

[10]  Wid Akeel Awadh,et al.  A comparative study to obtain an adequate model in prediction of electricity requirements for a given future period , 2018, 2018 International Conference on Engineering Technology and their Applications (IICETA).

[11]  Sotiris B. Kotsiantis,et al.  Predicting Student Performance in Distance Higher Education Using Semi-supervised Techniques , 2015, MEDI.

[12]  Ryan S. Baker,et al.  Educational Data Mining and Learning Analytics , 2014 .

[13]  M. Tavakol,et al.  Making sense of Cronbach's alpha , 2011, International journal of medical education.

[14]  Farshid Marbouti,et al.  Models for early prediction of at-risk students in a course using standards-based grading , 2016, Comput. Educ..

[15]  Ron Buckmire,et al.  Predictive Models of Student College Commitment Decisions Using Machine Learning , 2019, Data.

[16]  Alaa Khalaf Hamoud,et al.  Predicting Student Performance in Higher Education Institutions Using Decision Tree Analysis , 2018, Int. J. Interact. Multim. Artif. Intell..

[17]  Aqeel Majeed Humadi,et al.  Student’s Success Prediction Model Based on Artificial Neural Networks (ANN) and a Combination of Feature Selection Methods , 2019, Journal of Southwest Jiaotong University.

[18]  Jamalul-lail Ab Manan,et al.  A neural network students' performance prediction model (NNSPPM) , 2013, 2013 IEEE International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA).

[19]  Ryan Shaun Joazeiro de Baker,et al.  Educational Data Mining: An Advance for Intelligent Systems in Education , 2014, IEEE Intelligent Systems.

[20]  Wu Zhang,et al.  Using machine learning to predict student difficulties from learning session data , 2018, Artificial Intelligence Review.

[21]  Li Yang,et al.  Predicting Students Performance in Educational Data Mining , 2015, 2015 International Symposium on Educational Technology (ISET).

[22]  Ryan Shaun Joazeiro de Baker,et al.  Educational Data Mining and Learning Analytics: Applications to Constructionist Research , 2014, Technology, Knowledge and Learning.

[23]  Anal Acharya,et al.  Early Prediction of Students Performance using Machine Learning Techniques , 2014 .

[24]  Zaidatun Tasir,et al.  Educational data mining: A review , 2013 .