STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING
Abstract & Details
Research Area
Computer Engineering
Keywords
Classification
Clustering
K-Means
Improved K-Means
CART
R2-CART
Abstract
The System aims towards prediction of academic performance of students for academic year on the basis of different parameters related to previous year on the basis of different parameters related to previous year using data mining classification and clustering. An educational institution needs to have an approximate prior knowledge of enrolled students to predict their performance in future academics. This helps them to identify promising students and also provides them an opportunity to pay attention to and improve those who would probably get lower grades. As a solution, we will develop a system which can predict the performance of students from their previous performances using concepts of data mining techniques under classification and clustering. By applying the K-Means and its improved K-Means, CART (Classification and Regression Tree) and its improved R2-CART Algorithm on this data, we have predicted the general and individual performance of freshly admitted students in future examinations.
License
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Trupti Yashwant Bagad | Pimpri Chinchwad College Of Engineering,Pune |
| 2 | Sayali Kedari | Pimpri Chinchwad College Of Engineering,Pune |
| 3 | Dhanashree Gaikwad | Pimpri Chinchwad College Of Engineering,Pune |
| 4 | Sandhya Walunj | Pimpri Chinchwad College Of Engineering,Pune |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Bagad, Trupti Yashwant, Kedari, Sayali, Gaikwad, Dhanashree, & Walunj, Sandhya (2016). STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING. International Journal of Advance Research and Innovative Ideas In Education, 3(1), 856-861.
MLA Style
Bagad, Trupti Yashwant, et al. "STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING." International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 1, 2016, pp. 856-861.
IEEE Style
Trupti Yashwant Bagad, Sayali Kedari, Dhanashree Gaikwad, and Sandhya Walunj, "STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING," International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 1, pp. 856-861, 2016.
Vancouver Style
Bagad Trupti Yashwant, Kedari Sayali, Gaikwad Dhanashree, Walunj Sandhya. STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING. International Journal of Advance Research and Innovative Ideas In Education. 2016;3(1):856-861.
Harvard Style
Bagad, Trupti Yashwant, Kedari, Sayali, Gaikwad, Dhanashree, & Walunj, Sandhya (2016) 'STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING', International Journal of Advance Research and Innovative Ideas In Education, 3(1), pp. 856-861.
Chicago Style
Bagad, Trupti Yashwant, et al. "STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING." International Journal of Advance Research and Innovative Ideas In Education 3, no. 1 (2016): 856-861.
Turabian Style
Bagad, Trupti Yashwant, et al. "STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING." International Journal of Advance Research and Innovative Ideas In Education 3, no. 1 (2016): 856-861.
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