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SPACS: Students’ Performance Analysis and Counseling System using Fuzzy logic and Association Rule Mining

by Ritu Banswal, Vishu Madaan
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 134 - Number 3
Year of Publication: 2016
Authors: Ritu Banswal, Vishu Madaan
10.5120/ijca2016907857

Ritu Banswal, Vishu Madaan . SPACS: Students’ Performance Analysis and Counseling System using Fuzzy logic and Association Rule Mining. International Journal of Computer Applications. 134, 3 ( January 2016), 12-17. DOI=10.5120/ijca2016907857

@article{ 10.5120/ijca2016907857,
author = { Ritu Banswal, Vishu Madaan },
title = { SPACS: Students’ Performance Analysis and Counseling System using Fuzzy logic and Association Rule Mining },
journal = { International Journal of Computer Applications },
issue_date = { January 2016 },
volume = { 134 },
number = { 3 },
month = { January },
year = { 2016 },
issn = { 0975-8887 },
pages = { 12-17 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume134/number3/23893-2016907857/ },
doi = { 10.5120/ijca2016907857 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:33:08.943414+05:30
%A Ritu Banswal
%A Vishu Madaan
%T SPACS: Students’ Performance Analysis and Counseling System using Fuzzy logic and Association Rule Mining
%J International Journal of Computer Applications
%@ 0975-8887
%V 134
%N 3
%P 12-17
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Education plays an important role in one’s life if the right education and right environment is not provided then it somewhat distract the person from his/her path. In this regard, fuzzy expert system known as SPACS (Students’ Performance Analysis and Counselling System) is designed which helps to analyze the students’ academic performance by identifying all the critical factors and counsels him/her against those affecting parameters. In this paper, the study highlights on the critical factors that degrades the academic performance of the student based on the some interesting relationships between those factors. The performance of the overall system depends on the accuracy of the fuzzy knowledge base. Hence, association rule mining technique helps to generate the accurate results and also decreases the complexity of the system.

References
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Index Terms

Computer Science
Information Sciences

Keywords

Association rule mining fuzzy expert system fuzzy logic apriori algorithm itemsets fuzzy set.