Implementation of comparison of K-means algorithm with C4.5 algorithm to predict the feasibility of being a Catholic
DOI:
https://doi.org/10.34012/jurnalsisteminformasidanilmukomputer.v8i1.5345Abstract
This research conducted a comparison between two methods, namely C4.5 and K-Means, with the aim of improving the work efficiency of the Catholic Church Secretariat in selecting data of prospective Catholic congregants. These methods were developed to assist secretariat employees in determining the eligibility of valid files and data of prospective Catholic congregants through a web-based application. The data used comes from the selection results of several files and data of prospective congregants that have been collected by the Catholic Church Secretariat. Data analysis was carried out using the K-Means and C4.5 algorithms to predict the feasibility of the prospective congregants' files. It is hoped that the results of this research can help the Catholic Church Secretariat to improve work efficiency, both in terms of time and effort, in the selection process of prospective Catholic congregants and increase accuracy in determining the eligibility of the data of each applicant at the Catholic Church Secretariat improve the efficiency of the selection process and enhance the accuracy in determining the suitability of potential members.
References
S. Sindi, W. R. O. Ningse, I. A. Sihombing, F. Ilmi R.H.Zer, and D. Hartama, "Analysis of K-Medoids Clustering Algorithm in Grouping the Spread of Covid-19 in Indonesia," Jti (Jurnal Teknol. Information), vol. 4, no. 1, pp. 166 –173, 2020, n.d.;
A. P. Windarto, U. Indriani, M. R. Raharjo, and L. S. Dewi, "Part 1: Combination of Clustering and Classification Methods (Covid-19 Pandemic Cases in Indonesia)," J. Media Inform. Budidarma, vol. 4, no. 3, p. 855, 2020, doi: 10.30865/mib.v4i3.2312, n.d.;
I. G. I. Sudipa, I Nyoman Alit Arsana, and Made Leo Radhitya, "Determination of Students' Understanding of Social Distancing Using the C4.5 Algorithm," SINTECH (Science Inf. Technol. J., vol. 3, no. 1, pp. 1 –7, 2020, doi: 10.31598/sintechjournal.v3i1.562, n.d.;
Astuti FD, Guntara M. Performance Analysis of K-NN and C4.5 Algorithms on Poor Data Classification. J Technol Engineering Inf. 2018; 2(2):135. doi:10.30872/jurti.v2i2.1865, n.d.;
S. Turnip and P. Siltionga, "Analysis of Disease Spread Patterns Using C4.5 Algorithm," J. Tek. Inform. Unika St. Thomas, vol. 03, no. 479, pp. 3 –7, 2018, n.d.;
A. T. R. Saragih, A. S. Sembiring, and M. Sayuthi, "Application of K-Means Clustering Method for the Selection Process of Prospective Participants of the MTQ Competition," Pelita Inform., vol. 17, no. April, pp. 117–122, 2018, [Online]. Available: https://ejurnal.stmik-budidarma.ac.id/index.php/pelita/article/download/776/704, n.d.;
N. Dwitri, J. A. Tampubolon, S. Prayoga, F. Ilmi Zer, and D. Hartama, "Application of K-Means Algorithm in Determining the Level of Online Learning Satisfaction During the Covid-19 Pandemic in Indonesia," Jti (Jurnal Teknol. Information), vol. 4, no. 1, pp. 101-105, 2020, n.d.;
A. Susilo et al., "Coronavirus Disease 2019: A Review of the Latest Literature," J. Internal Medicine Indones., vol. 7, no. 1, p. 45, 2020, doi: 10.7454/jpdi.v7i1.415, n.d.;
R. A. Indraputra and R. Fitriana, “K-Means Clustering Data COVID-19,” vol. 10, no. 3, pp. 275-282, 2020 , n.d.;
D. Alverina, A. R. Chrismanto, and R. G. Santosa, “Perbandingan Algoritma C4.5 Dan Cart Dalam Memprediksi Kategori Indeks Prestasi Mahasiswa,” Jurnal Teknologi dan Sistem Komputer, vol. 6, no. 2, April 2018. doi: 10.14710/jtsiskom.6.2.2018.76-83, n.d.;
Silitong Parasian. Irene Sri Morina. 2018. “Implementation of K-Means Clustering on Patient Data Of National Social and Healthcare Security by Using Java”., International Journal of Computer Science Engineering (IJCSE), ISSN: 2319-7323 Vol. 7 No.1 Jan-Feb 2018, n.d.;
UNIKOM_PWK_FEBRI GUINENSA PUTRA_10614010_BAB II TINJAUAN PUSTAKA, n.d.;
ANALISIS SENTIMEN MASYARAKAT TERHADAP, n.d.; BAB II Tinjauan Teori , n.d.; Eka-Citta 27, n.d.;
IMPLEMENTASI ALGORITMA C4.5 DAN K-MEANS PADA DIAGNOSIS PENYAKIT GINJAL KRONIS, n.d.; Makalah DInding Indra Sakti Ramadhan, n.d.;
Modul Kekayaan Intelektual Tingkat Dasar Bidang Hak Cipta (Edisi 2020), n.d.; Alamat et al., 2022; Bagus Gede Sarasvananda et al., 2021; Gozales et al., 2024; Immanuel et al., 2019; Nareswari Manuaba & Sukihana, 2020a, 2020b, 2020c;
Penerapan Kecerdasan Buatan et al., n.d.; Prasatya et al., 2020a, 2020b; Qomaruddin et al., 2021; Ramadhan et al., 2024; Rosita et al., 2018; Supriyadi et al., n.d.; Tria et al., 2018; Widodo, n.d.)
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