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Title: :  STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING
PaperId: :  3479
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 1 2017
DUI:    16.0415/IJARIIE-3479
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Trupti Yashwant BagadPimpri Chinchwad College Of Engineering,Pune
Sayali KedariPimpri Chinchwad College Of Engineering,Pune
Dhanashree GaikwadPimpri Chinchwad College Of Engineering,Pune
Sandhya WalunjPimpri Chinchwad College Of Engineering,Pune

Abstract

Computer Engineering
Classification,Clustering,K-Means,Improved K-Means,CART,R2-CART
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.

Citations

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IJARIIE 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 Volume 3 Issue 1 2017 Page 856-861
MLA 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 3.1(2017) : 856-861.
APA Trupti Yashwant Bagad, Sayali Kedari, Dhanashree Gaikwad, & Sandhya Walunj. (2017). STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING. International Journal Of Advance Research And Innovative Ideas In Education, 3(1), 856-861.
Chicago 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 3, no. 1 (2017) : 856-861.
Oxford 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, 2017, p. 856-861. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/STUDENT_PERFORMANCE_PREDICTION_SYSTEM_USING_DATA_MINING_CLASSIFICATION_AND_CLUSTERING_ijariie3479.pdf (Accessed : ).
Harvard Trupti Yashwant Bagad, Sayali Kedari, Dhanashree Gaikwad, and Sandhya Walunj. (2017) 'STUDENT PERFORMANCE PREDICTION SYSTEM USING DATA MINING CLASSIFICATION AND CLUSTERING', International Journal Of Advance Research And Innovative Ideas In Education, 3(1), pp. 856-861IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/STUDENT_PERFORMANCE_PREDICTION_SYSTEM_USING_DATA_MINING_CLASSIFICATION_AND_CLUSTERING_ijariie3479.pdf (Accessed : )
IEEE 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, Jan-Feb 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/STUDENT_PERFORMANCE_PREDICTION_SYSTEM_USING_DATA_MINING_CLASSIFICATION_AND_CLUSTERING_ijariie3479.pdf [Accessed : ].
Turabian 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 [Online]. volume 3 number 1 ().
Vancouver 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 [Internet]. 2017 [Cited : ]; 3(1) : 856-861. Available from: http://ijariie.com/AdminUploadPdf/STUDENT_PERFORMANCE_PREDICTION_SYSTEM_USING_DATA_MINING_CLASSIFICATION_AND_CLUSTERING_ijariie3479.pdf
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