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Performance Prediction In Educational Data Mining using Neural Network

Shankar G. Mundhe1 , Shital Y. Gaikwad2

Section:Research Paper, Product Type: Journal Paper
Volume-7 , Issue-6 , Page no. 761-764, Jun-2019

CrossRef-DOI:   https://doi.org/10.26438/ijcse/v7i6.761764

Online published on Jun 30, 2019

Copyright © Shankar G. Mundhe, Shital Y. Gaikwad . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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IEEE Style Citation: Shankar G. Mundhe, Shital Y. Gaikwad, “Performance Prediction In Educational Data Mining using Neural Network,” International Journal of Computer Sciences and Engineering, Vol.7, Issue.6, pp.761-764, 2019.

MLA Style Citation: Shankar G. Mundhe, Shital Y. Gaikwad "Performance Prediction In Educational Data Mining using Neural Network." International Journal of Computer Sciences and Engineering 7.6 (2019): 761-764.

APA Style Citation: Shankar G. Mundhe, Shital Y. Gaikwad, (2019). Performance Prediction In Educational Data Mining using Neural Network. International Journal of Computer Sciences and Engineering, 7(6), 761-764.

BibTex Style Citation:
@article{Mundhe_2019,
author = {Shankar G. Mundhe, Shital Y. Gaikwad},
title = {Performance Prediction In Educational Data Mining using Neural Network},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {6 2019},
volume = {7},
Issue = {6},
month = {6},
year = {2019},
issn = {2347-2693},
pages = {761-764},
url = {https://www.ijcseonline.org/full_paper_view.php?paper_id=4627},
doi = {https://doi.org/10.26438/ijcse/v7i6.761764}
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
DO = {https://doi.org/10.26438/ijcse/v7i6.761764}
UR - https://www.ijcseonline.org/full_paper_view.php?paper_id=4627
TI - Performance Prediction In Educational Data Mining using Neural Network
T2 - International Journal of Computer Sciences and Engineering
AU - Shankar G. Mundhe, Shital Y. Gaikwad
PY - 2019
DA - 2019/06/30
PB - IJCSE, Indore, INDIA
SP - 761-764
IS - 6
VL - 7
SN - 2347-2693
ER -

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Abstract

Educational system is facing the challenges to improve the quality of education and to make managerial decisions to achieve the quality. Student’s academic performance is the reflection of previous academic background. Performance prediction helps educational institute to support decision making procedures and to formulate better management plans. This performance record is important for the educational institution because they can learn from this to improve their quality by knowing the performance of the student. Educational data mining analyze these data and extract information from it. We can determine the status of student’s academic performance. For achieving this we can use techniques like decision tree, classification, data clustering and neural network and so on. In this paper, we will predict student’s semester wise performance.

Key-Words / Index Term

Educational Data Mining, Neural Network, Normalization, Knowledge Discovery in Databases, Prediction, Backpropagation algorithm

References

[ 1 ] Prof.Sonal kadu , Prof.Sheetal Dhande “Effective Data Mining Through Neural Net- works”, IJARCSSE - Volume 2, Issue 3, March 2012 ISSN: 2277 128X
[ 2 ] Dr.Yashpal Singh, Alok Singh Chauhan “Neural Networks in Data Mining” Journal of Theoretical and Applied Information Technology 2009.
[ 3 ] Md. Fahim Sikder Md. Jamal Uddin and Sajal Halder “redicting Students Yearly Performance usingNeural Network: A Case Study of BSMRSTU” IEEE 5th International Conference on Informatics, Electronics and Vision (ICIEV) 2016
[ 4 ] Hongjun Lu, Rudy Setiono, and Huan Liu“Effective Data Mining Using Neural Networks” IEEE Trans. Knowledge and Data Eng., vol. 8, no. 6.
[ 5 ] Permphan Dharmasaroja, Nicha Kingkaew “Application of Artificial Neural Networks for Prediction of Learning Performances” IEEE 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD) 2016.
[ 6 ] M.H.Dunham, S.Sridhar “Data Mining Introductory and Advanced Topics”, Pearson Education 2007 ISBN 81-7758-785-4.
[ 7 ] Han J, Kamber, “Data Mining Concepts and Techniques”, Morgan Kaufmann, M 2001.
[ 8 ] Witten, Ian H. and Frank, Eibe. “Data mining: Practical machine learning tools and techniques”, Academic Press, 2012.
[ 9 ] Mrs. Bharati M. Ramageri, “Data Mining Techniques and Applications”, IJCSE Vol. 1 No. 4301-305
[ 10 ] R. Baker, K. Yacef, “The State of Educational Data Mining in 2009: A Review and Future Visions”, Journal of Educational Data Mining, Volume 1, Issue 11-3-17.