Implementasi Decision Tree C4.5 dalam Memilih Perguruan Tinggi Pendamping Program SMK Pusat Keunggulan
DOI:
https://doi.org/10.30865/klik.v3i6.852Keywords:
Data Mining; Decision Tree C 4.5; Software Development Life Cycle (SDLC) Waterfall Method; Vocational EducationAbstract
The Ministry of Education, Culture, Research and Technology, the Indonesian government issued an independent learning policy episode eight, namely vocational high schools (VHS) which are centers of excellence (VHS-COE). This policy is the government's commitment to improving the quality of Indonesia's human resources. One strategy for implementing the program is to present tertiary institutions as assistants to SMKs. An appropriate selection process is needed to find relevant tertiary institutions to become Assistant Vocational High Schools. However, the current selection process still uses a platform with limited access (Google Forms). These deficiencies can lead to bias so that one cannot determine which tertiary institution is appropriate to be appointed as a companion. Therefore it is necessary to build an information system using a decision analysis approach (decision tree C 4.5) to be used as a reference in determining the eligibility of universities participating in the program. The research method uses the Software Development Life Cycle (SDLC) which is modeled using sequence diagrams and algorithms based on criteria set by the Ministry of Education, Culture, Research and Technology. The results of this study are that the management of the SMK Directorate has a more comprehensive decision-making reference for assessing which tertiary institutions are appropriate in accompanying SMKs as centers of excellence because the output results from the program have a high degree of accuracy
Downloads
References
Bappenas, Ringkasan Metadata Tujuan Pembangunan Berkelanjutan (TPB)/ Indikator Sustainable Development Goals (SDGs) Indonesia. 2017.
M. Kools and L. Stoll, “What Makes a School a Learning Organisation?,” 2016.
Zurqoni, H. Retnawati, J. Arlinwibowo, and E. Apino, “Strategy and implementation of character education in senior high schools and vocational high schools,” Journal of Social Studies Education Research, vol. 9, no. 3, 2018, doi: 10.17499/jsser.01008.
B. Wibawa, Manajemen Pendidikan Teknologi Kejuruan dan Vokasi. 2017.
P. Sudira, TVET Abad XXI, vol. 13, no. 1. 2016.
R. Thornberg and E. O?uz, “Teachers’ views on values education: A qualitative study in Sweden and Turkey,” Int J Educ Res, vol. 59, 2013, doi: 10.1016/j.ijer.2013.03.005.
L. Arofah, “IMPLEMENTING CHARACTER EDUCATION THROUGH PROBLEM-BASED LEARNING IN SOCIOLOGY SUBJECTS FOR THE DEVELOPMENT OF SOCIAL CAPITAL,” 2019.
S. Rahayu, “DEVELOPMENT OF STUDENT ECOPRENEURSHIP POTENTIAL THROUGH LEARNING BASED PROJECTS MODEL IN SOCIAL STUDIES LEARNING (Classroom Action Research in Class VII-A MTs Ar-Rohmah Bandung),” International Journal Pedagogy of Social Studies, vol. 2, no. 2, 2018, doi: 10.17509/ijposs.v2i2.10166.
Zakaria, “The Effects of Cooperative Learning on Students’ Mathematics Achievement and Attitude towards Mathematics,” Journal of Social Sciences, vol. 6, no. 2, 2010, doi: 10.3844/jssp.2010.272.275.
M. Chowdhury, “Emphasizing Morals, Values, Ethics, and Character Education in Science Education And Science Teaching,” The Malaysian Online Journal of Educational Sciemce, vol. 4, no. 2, 2016.
N. Usman and I. Majjah, “Teaching Factory as Edupreneurship: A Strategic Revitalizing Vocational School through Techno Park,” Jurnal Hurriah, 2020.
Y. Sopian, “Pengaruh Penerapan Kombinasi Model Flip Classroom dan Project- Based Learning pada Pelatihan Upskilling Guru Kejuruan Berstandar Industri,” Oase Nusantara, vol. 1, no. 1, 2022.
J. P. G. de Otero, “Innovation in TVET: UNESCO-UNEVOC Trends Mapping.,” UNESCO-UNEVOC International Centre for Technical …, 2019.
Kasmir, Pengantar Manajemen Keuangan, Jakarta: Kencana Prenada Media Group. 2019.
A. H. Nasrullah, “IMPLEMENTASI ALGORITMA DECISION TREE UNTUK KLASIFIKASI PRODUK LARIS,” JURNAL ILMIAH ILMU KOMPUTER, vol. 7, no. 2, 2021, doi: 10.35329/jiik.v7i2.203.
R. P. S. Putri and I. Waspada, “Penerapan Algoritma C4.5 pada Aplikasi Prediksi Kelulusan Mahasiswa Prodi Informatika,” Khazanah Informatika?: Jurnal Ilmu Komputer dan Informatika, vol. 4, no. 1, 2018, doi: 10.23917/khif.v4i1.5975.
E. Karyadiputra and N. Hijriana, “PENERAPAN ALGORITMA DECISION TREE C4.5 UNTUK KLASIFIKASI PENENTUAN DAFTAR PRIORITAS PENGEMBANGAN JEMBATAN,” Technologia: Jurnal Ilmiah, vol. 10, no. 1, 2019, doi: 10.31602/tji.v10i1.1757.
I. Sutoyo, “IMPLEMENTASI ALGORITMA DECISION TREE UNTUK KLASIFIKASI DATA PESERTA DIDIK,” Jurnal Pilar Nusa Mandiri, vol. 14, no. 2, 2018, doi: 10.33480/pilar.v14i2.926.
Uminingsih, I. Suraya, and I. Nugroho, “Implementasi Algoritma Decision Tree C4.5 Untuk Menentukan Kelas Calon Siswa Di Lembaga Kursus Bahasa Inggris Berbasis Web,” J Teknol, vol. 12, no. 1, 2019.
R. R. Hidayat and S. Dwiasnati, “Printer User Data Classification Uses the Naïve Bayes Algorithm and the C4. 5 Algorithm,” Ijmrap.Com, vol. 3, no. 2, 2020.
M. Muliadi, M. Andriani, and H. Irawan, “PERANCANGAN SISTEM INFORMASI PEMESANAN KAMAR HOTEL BERBASIS WEBSITE (WEB) MENGGUNAKAN DATA FLOW DIAGRAM (DFD),” JISI: Jurnal Integrasi Sistem Industri, vol. 7, no. 2, 2020, doi: 10.24853/jisi.7.2.111-122.
R. R. Hidayat and D. Jatikusumo, “MONITORING SISTEM BERBASIS WEB KEAMANAN TRANSAKSI PENGIRIMAN UANG PADA PENYELENGGARA TRANSFER DANA DENGAN MENGGUNAKAN PERATURAN BANK INDONESIA ANTI PENCUCIAN UANG & PENCEGAHAN PENDANAAN TERORISME,” PETIR, vol. 12, no. 1, 2019, doi: 10.33322/petir.v12i1.415.
A. Wahyudi, “PERANCANGAN SISTEM MENGGUNAKAN METODE SDLC,” Jurnal Dinamika Informatika, vol. 4, no. 2, 2018.
N. Medvidovic, D. S. Rosenblum, D. F. Redmiles, and J. E. Robbins, “Modeling software architectures in the unified modeling language,” ACM Transactions on Software Engineering and Methodology, vol. 11, no. 1, 2002, doi: 10.1145/504087.504088.
C. Alvin, B. Peterson, and S. Mukhopadhyay, “Static generation of UML sequence diagrams,” International Journal on Software Tools for Technology Transfer, vol. 23, no. 1, 2021, doi: 10.1007/s10009-019-00545-z.
Bila bermanfaat silahkan share artikel ini
Berikan Komentar Anda terhadap artikel Implementasi Decision Tree C4.5 dalam Memilih Perguruan Tinggi Pendamping Program SMK Pusat Keunggulan
ARTICLE HISTORY
How to Cite
Issue
Section
Copyright (c) 2023 Muhammad Raidinoor Pasha, Rahmat Rian Hidayat, Mohamad Ilyas Abas
This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under Creative Commons Attribution 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (Refer to The Effect of Open Access).
