论文信息 - Analyzing Student Performance Using Data Mining

Analyzing Student Performance Using Data Mining

Analysis of student performance will help us understand the various factors that affect the overall of a student. Big Data Environment helps in analyzing the various concepts which are inbuilt for better strategies and the choices that are taken for an organization’s overall development. Reduction in cost, time, the development of optimized and novice products, efficient and smart decision-making are some of the fields where it proves to be useful. Considering, the Higher Education System, which is inculpated in predicting the performance of students, this work will help various institutions in not only enhancing the quality of education, but also upgrading the overall accomplishments, identifying the pupil’s at risk, and thereby refining the education resource management. This introspection will aid in identifying the patterns, where a comparative study between two distinct methods has been made in order to predict the student’s success and a database has been generated.

Manjusha Pandey | Chandrima Roy | Ekansh Maheshwari | Siddharth Swarup Rautray | Pankhurhi Mallik

[1] V. Ramesh,et al. Predicting Student Performance: A Statistical and Data Mining Approach , 2013 .

[2] Siddharth Swarup Rautaray,et al. Big Data Optimization Techniques: A Survey , 2018, International Journal of Information Engineering and Electronic Business.

[3] Siddharth Swarup Rautaray,et al. A Proposal for Optimization of Horizontal Scaling in Big Data Environment , 2018 .

[4] N. Gaw,et al. Automatic Student Performance Analysis and Monitoring , 2016 .

[5] O. O. Oladipupo,et al. Application of k Means Clustering algorithm for prediction of Students Academic Performance , 2010, ArXiv.

[6] F. Halsey Rogers,et al. Improving Student Performance in Public Primary Schools in Developing Countries: Evidence from Indonesia , 2006 .

[7] Li-tze Hu,et al. Academic self-efficacy and first year college student performance and adjustment. , 2001 .

[8] Edin Osmanbegović,et al. DATA MINING APPROACH FOR PREDICTING STUDENT PERFORMANCE , 2012 .

[9] Siddharth Swarup Rautaray,et al. Big Data Analytics for Medical Applications , 2018 .

[10] Chew Li Sa,et al. Student performance analysis system (SPAS) , 2014, The 5th International Conference on Information and Communication Technology for The Muslim World (ICT4M).