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Prasert Luekhong. Enhancing educational strategy through k-means clustering : a study on academic departments. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2024.
Enhancing educational strategy through k-means clustering : a study on academic departments
Name: Aomsap Inkongngarm
Organization :
Chiang Mai University. Faculty of Engineering
Email :
Aomsap_i@cmu.ac.th
Name: Jakramate Bootkrajang
Organization :
Chiang Mai University. Faculty of Engineering
Email :
jakramate.b@cmu.ac.th
Name: Samerkae Somhom
Organization :
Chiang Mai University. Faculty of Engineering
Email :
samerkae.s@cmu.ac.th
Organization :
Chiang Mai University. Faculty of Engineering
Email :
areerat.t@cmu.ac.th
Name: Prasert Luekhong
Organization :
Rajamangala University of Technology. College of Integrated Science and Technology
Email :
prasert@rmutl.ac.th
LCSH:
Education
-- Data processing
LCSH:
Educational planning
LCSH:
Cluster analysis
Abstract:
This study explores the use of k-means clustering
for strategic analysis of academic departments within
universities, focusing on enrollment and performance metrics.
This research aimed at enhancing university administration
through data-driven decision making. The research highlights
the potential of k-means clustering for resource allocation,
curriculum planning, and improving student success. The study
categorizes departments into three distinct groups through data
collection and cleansing, followed by the application of the
Elbow method for optimal cluster determination. These clusters
offer insights into departmental dynamics, guiding strategic
interventions in areas ranging from high-performance
departments to those facing enrollment challenges. The findings
underscore the significance of aligning academic offerings with
performance excellence, revealing the strategic benefits of a
data-informed approach in higher education. This research not
only fills a gap in applying quantitative analysis at the
departmental level but also opens pathways for further
exploration of machine learning in educational strategy,
underscoring the transformative potential of analytics in
academic management.
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2024
Modified:
2025-05-26
Issued:
2025-05-26
บทความ/Article
application/pdf
BibliograpyCitation :
In IEEE Thailand Section (IEEE Computer Society Thailand Chapter) and Prince of Songkla University. College of Computing. The 21st International Joint Conference on Computer Science and Software Engineering (JCSSE 2024)) (pp.310-315). Phuket : Prince of Songkla University
eng
©copyrights King Mongkut's University of Technology North Bangkok
RightsAccess:
ใช้เวลา
0.027721 วินาที
Aomsap Inkongngarm
| Title | Contributor | Type |
|---|---|---|
| Enhancing educational strategy through k-means clustering : a study on academic departments
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Aomsap Inkongngarm;Jakramate Bootkrajang;Samerkae Somhom;Areerat Trongratsameethong;Prasert Luekhong | บทความ/Article |
Jakramate Bootkrajang
| Title | Contributor | Type |
|---|---|---|
| Study of feature selection for gold prices forecasting using machine learning approach
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Wilawan Yathongkhum;Yongyut Laosiritaworn;Jakramate Bootkrajang;Jeerayut Chaijaruwanich | บทความ/Article | |
| Jok Mae Jaem woven fabric motif recognition using convolutional neural network
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Yosawimon Attawong;Jakramate Bootkrajang;Watcharee Jumpamule | บทความ/Article | |
| Enhancing educational strategy through k-means clustering : a study on academic departments
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Aomsap Inkongngarm;Jakramate Bootkrajang;Samerkae Somhom;Areerat Trongratsameethong;Prasert Luekhong | บทความ/Article |
Samerkae Somhom
| Title | Contributor | Type |
|---|---|---|
| Enhancing educational strategy through k-means clustering : a study on academic departments
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Aomsap Inkongngarm;Jakramate Bootkrajang;Samerkae Somhom;Areerat Trongratsameethong;Prasert Luekhong | บทความ/Article |
Areerat Trongratsameethong
| Title | Contributor | Type |
|---|---|---|
| Enhancing educational strategy through k-means clustering : a study on academic departments
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Aomsap Inkongngarm;Jakramate Bootkrajang;Samerkae Somhom;Areerat Trongratsameethong;Prasert Luekhong | บทความ/Article |
Prasert Luekhong
| Title | Contributor | Type |
|---|---|---|
| Automating hidden gambling detection in web sites : a BeautifulSoup implementation
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Prasert Teppap;Panudech Tipauksorn;Somnuek Surathong;Wirot Ponglangka;Prasert Luekhong | บทความ/Article | |
| Enhancing educational strategy through k-means clustering : a study on academic departments
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Aomsap Inkongngarm;Jakramate Bootkrajang;Samerkae Somhom;Areerat Trongratsameethong;Prasert Luekhong | บทความ/Article |