Identify education quality based on Islamic senior high school data in Kompetisi Sains Madrasah using fuzzy c-means clustering

Novitasari, Dian Candra Rini and Faqih, Abdullah and Wahyudi, Noor and Ulinnuha, Nurissaidah and Ulya, Zakiyatul and Mustofa, Ali and Fauzi, Ahmad and Asyhar, Ahmad Hanif and Kusaeri, Kusaeri and Rolliawati, Dwi and Yusuf, Ahmad (2020) Identify education quality based on Islamic senior high school data in Kompetisi Sains Madrasah using fuzzy c-means clustering. In: Smart Trends in Computing and Communications: Proceedings of SmartCom 2020.

[thumbnail of Ali Mustofa_prosiding_Identify education quality based on Islamic senior high school.pdf] Text
Ali Mustofa_prosiding_Identify education quality based on Islamic senior high school.pdf

Download (407kB)

Abstract

The education system in a country certainly has goals to be achieved. Many attempts were made to achieve the success of an education system that was created. This case causes competition between educational institutions and between students. The results of the competition can also represent schools that need special attention to improving learning systems. The learning system in Indonesia needs evaluation because of educational quality not perfectly. In this research, the fuzzy c-means (FCM) method is used to cluster the quality of existing Kompetisi Sains Madrasah (KSM) participant data to find schools that have good quality education. Next, a cluster evaluation is performed to determine the success of the cluster using silhouettes. Based on 4 trials, that are 3 clusters, 4 clusters, 5 clusters, and 6 clusters, the best results are on 3 clusters with the best silhouette value of 0.6499 with a standard deviation value of 0.2419. In the identification process, the results obtained that SMA has the best education quality in KSM.

Item Type: Conference or Workshop Item (Paper)
Additional Information: https://link.springer.com/chapter/10.1007/978-981-15-5224-3_49
Creators:
Creators
Email
NIDN
Novitasari, Dian Candra Rini
diancrini@uinsby.ac.id
-
Faqih, Abdullah
-
-
Wahyudi, Noor
n.wahyudi@uinsby.ac.id
-
Ulinnuha, Nurissaidah
nuris.ulinnuha@uinsby.ac.id
-
Ulya, Zakiyatul
ulyaelzakiya@gmail.com
-
Mustofa, Ali
ali_mustofa76@yahoo.co.id
2025127601
Fauzi, Ahmad
ahmad.fauzi@uinsby.ac.id
-
Asyhar, Ahmad Hanif
hanif@uinsby.ac.id
-
Kusaeri, Kusaeri
kusaeri@uinsby.ac.id
-
Rolliawati, Dwi
dwi-roll@uinsby.ac.id
-
Yusuf, Ahmad
ahmadyusuf@uinsby.ac.id
-
Uncontrolled Keywords: Education quality; clustering; fuzzy c-means; Silhouette
Subjects: 13 EDUCATION > 1301 Education Systems > 130199 Education systems not elsewhere classified
Divisions: Fakultas Tarbiyah dan Keguruan > Manajemen Pendidikan Islam
Depositing User: Abdun Nashir
Date Deposited: 29 Dec 2021 16:53
Last Modified: 29 Dec 2021 16:53
URI: http://repository.uinsby.ac.id/id/eprint/1923

Actions (login required)

View Item
View Item