Assessment Analysis and Performance Prediction using M5 Rules
Kolli Sai Poorna Chand1, Prabakaran N2, Ramani S3, Damaraju Venkateswara Rao4, Sriram Vemparala5
1Kolli Sai Poorna Chand, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, (Tamil Nadu), India.
2Prabakaran N, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, (Tamil Nadu), India.
3S. Ramani, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, (Tamil Nadu), India.
4Damaraju Venkateswara Rao, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, (Tamil Nadu), India.
5Sriram Vemparala, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, (Tamil Nadu), India.
Manuscript received on November 17., 2019. | Revised Manuscript received on November 24 2019. | Manuscript published on 30 November, 2019. | PP: 12945-12951 | Volume-8 Issue-4, November 2019. | Retrieval Number: D9583118419/2019©BEIESP | DOI: 10.35940/ijrte.D9583.118419
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© The Authors. Blue Eyes Intelligence Engineering and Sciences Publication (BEIESP). This is an open access article under the CC-BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/)
Abstract: With time, technology increased in a pretty decent speed. It helps us to save our lot of time and our effort in different aspects of work thus making our life much easier than it used to be. In past, Education was not given that much importance as it has now been crowned. It resulted in a lot of changes in education system. All the education institutions like colleges, schools, research colleges have seen a gradual increase in students on quality perspective. It had made to lot of works to be done in a stipulated time. Such as when it comes to evaluation of marks after the students have given their examination. For that it takes an incredible effort and time to manually calculate the marks of each student and making it more difficult with increasing numbers. To solve this, a web-based system is what came to the mind of ours to make such that they calculate the marks. A future prediction of marks has also been introduced in the system. It means that marks prediction of final exams will be done to know how the student will perform. It is much needed to have a system like this which can help to develop a warning for both student and faculty and also the parents to bring the student back on track. It will be a very helpful system in the field of education
Keywords: Educational Data Mining (EDM), M5 rules, Linear Regression, Random Forest Regression, Student performance analysis, Prediction.
Scope of the Article: Data Mining.