Determining eligibility criteria for hostel placement at National Defense University Malaysia using the Naïve Bayes algorithm

Alis Ali, Nurul Huda Jayu and Ismail, Suhaila and Marzukhi, Syahaneim and Mohd Yusop, Nurhafizah Moziyana (2023) Determining eligibility criteria for hostel placement at National Defense University Malaysia using the Naïve Bayes algorithm. APS Proceedings, 4 (1): 36. pp. 245-255. ISSN 003428568-X

Official URL: https://www.researchgate.net/publication/370083684...

Identification Number (DOI): 10.5281/zenodo.7831631

Abstract

The study of Determining Eligibility Criteria for Hostel Placement at the National Defense University Malaysia (NDUM) using the Naïve Bayes algorithm began when the student residence management called Pusat Pengurusan Kediaman Pelajar (PPKP) introduced a new policy where civilian students in year two and above are required to stay outside of the NDUM campus. Following the meeting when the new policy was announced, the study revealed several problems and issues that this new policy had brought into. One of them is the evaluation of student placement qualifications based only on the quantity of student involvement in the university. Thus, to overcome this problem, a study was made to compare several factors or criteria selected using the Naïve Bayes algorithm. To produce more accurate and high-quality outcomes for student placement qualifications, an interview with stakeholders were conducted. The outcome of this study will assist PPKP to identify without heed to bias which students qualified for hostel placement. In this study, a more thorough discussion will be had on the use of the Naïve Bayes algorithm, as well as comparisons of other algorithms like the Decision Tree algorithm. The methodology of this study uses Cross-Industry Standard Process for Data Mining (CRISP-DM). The success of this study is anticipated to help PPKP and other NDUM residents in the future.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Alis Ali, Nurul Huda Jayu
jayualisali25@gmail.com
Ismail, Suhaila
suhaila@upnm.edu.my
Marzukhi, Syahaneim
syahaneim@upnm.edu.my
Mohd Yusop, Nurhafizah Moziyana
moziyana@upnm.edu.my
Subjects: L Education > LB Theory and practice of education > Higher Education > Student affairs services. Student personnel administration > Employment bureaus. College placement services
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Data mining
Divisions: Universiti Teknologi MARA, Kelantan > Machang Campus > Faculty of Information Management
Journal or Publication Title: APS Proceedings
ISSN: 003428568-X
Volume: 4
Number: 1
Page Range: pp. 245-255
Keywords: Naïve Bayes classification, Student housing, Universities and colleges
Date: 18 April 2023
URI: https://ir.uitm.edu.my/id/eprint/142743
Edit Item
Edit Item

Download

[thumbnail of 142743.pdf] Text
142743.pdf

Download (857kB)

ID Number

142743

Indexing

Altmetric
PlumX
Dimensions

Statistic

Statistic details