Optimization Of The Fuzzy C-Means Cluster Center For Credit Data Grouping Using Genetic Algorithms

Dicky Apdilah

Abstract


Data grouping can be used in the marketing strategy of a product. The process of grouping data that previously behaved differently into groups that now behave more uniformly. As with the grouping of creditworthiness assessment data, this data grouping is needed to obtain the dominant values that will characterize each group or segment. The clustering method is quite widely used to overcome problems related to data segmentation. Clustering is a grouping method based on a measure of proximity, the more accurately the clusters are formed, the clearer the similarity of customer behavior patterns will be. Thus, companies can determine marketing strategies more precisely, based on customer behavior patterns. One of the clustering methods that can be used to group data is Fuzzy C-Means (FCM), which is a method of grouping data determined by the degree of membership. Optimization by presenting a Genetic Algorithm to obtain test data cluster results regarding the grouping of credit data. The purpose of this study is to examine the application of the Genetic Algorithm in fuzzy clustering, especially Fuzzy C-Means, and to examine the extent to which the Genetic Algorithm can improve the performance of Fuzzy C-Means in optimizing cluster centers to obtain grouping of customer data which will later be used for assessing creditworthiness.


Full Text:

PDF

References


Sari, I.P., Al-Khowarizmi, A., & Batubara, I.H (2021). Cluster Analysis Using K-Means Algorithm and Fuzzy C-Means Clustering For Grouping Students' Abilities In Online Learning Process. Journal of Computer Science, Information Technology and Telecommunication Engineering, 2(1), 139-144.

Erwin, 2009. Analisis Market Basket Dengan Algoritma Apriori dan FPGrowth. Jurnal Generic, vol. 4.

Sari, I.P., Batubara, I.H., & Al-Khowarizmi, A (2021). Sensitivity Of Obtaining Errors In The Combination Of Fuzzy And Neural Networks For Conducting Student Assessment On E-Learning. International Journal of Economic, Technology and Social Sciences (Injects), 2(1), 331-338.

Sari, I.P., Fahroza, M.F., Mufit, M.I., & Qathrunad, I.F (2021). Implementation of Dijkstra's Algorithm to Determine the Shortest Route in a City. Journal of Computer Science, Information Technology and Telecommunication Engineering, 2(1), 134-138.

Batubara, I.H., Saragih, S., Syahputra, E., Armanto, D., Sari, I.P., Lubis,B.S., & Siregar, E.F.S (2022). Mapping Research Developments on Mathematics Communication: Bibliometric Study by VosViewer. AL-ISHLAH: Jurnal Pendidikan 14(3), 2637-2648.

Sari, I.P., Al-Khowarizmi, A.K., & Batubara, I.H. (2021). Analisa Sistem Kendali Pemanfaatan Raspberry Pi sebagai Server Web untuk Pengontrol Arus Listrik Jarak Jauh. InfoTekJar: Jurnal Nasional Informatika dan Teknologi Jaringan, 6 (1), 99-103.

Hariani.,P.P, Sari.,I.P, & Batubara., I.H. (2021). Implementasi e-Financial Report BUMDes. IHSAN: JURNAL PENGABDIAN MASYARAKAT, 3 (2), 169-177.

Sari, I.P., Basri, Mhd., Ramadhani, F., & Manurung, A.A. (2023). Penerapan Palang Pintu Otomatis Jarak Jauh Berbasis RFID di Perumahan. Blend Sains Jurnal Teknik, 2(1), 16-25.

Batubara, I.H., & Sari, I.P. (2021). Penggunaan software geogebra untuk meningkatkan kemampuan pemecahan masalah matematis mahasiswa. Scenario (Seminar of Social Sciences Engineering and Humaniora), 398-406

Sari, I.P., & Batubara, I.H. (2020). Aplikasi Berbasis Teknologi Raspberry Pi Dalam Manajemen Kehadiran Siswa Berbasis Pengenalan Wajah. JMP-DMT 1(4), 6.

Sari, I.P., Al-Khowarizmi, A.K., Ramadhani, F., & Sulaiman, O.K. (2023). Implementation of the Selection Sort Algorithm to Sort Data in PHP Programming Language. Journal of Computer Science, Information Technology and Telecommunication Engineering, 4(1).

Batubara, I.H., Sari,I.P., Hariani, P.P., Saragih, M., Novita, A., Lubis, B.S., & Siregar, E.F.S. (2021). Pelatihan Software Geogebra untuk Meningkatkan Kualitas Pembelajaran Matematika SMP Free Methodist 2. Martabe: Jurnal Pengabdian Kepada Masyarakat, 4(3), 854-859.

Sari., I.P, Batubara., I.P, Al-Khowarizmi., A, & PP Hariani. (2022). Perancangan Sistem Informasi Pengelolaan Arsip Digital Berbasis Web untuk Mengatur Sistem Kearsipan di SMK Tri Karya. Wahana Jurnal Pengabdian kepada Masyarakat 1 (1), 18-24.

Batubara., I.H, Sari., I.P, EFS Siregar, & BS Lubis. (2021). Meningkatkan Kemampuan Penalaran Matematika Melalui Metode Penemuan Terpandu Berbantuan Software Autograph. Seminar Nasional Teknologi Edukasi Sosial dan Humaniora 1 (1), 699-705.

Sari., I.P, A Syahputra, N Zaky, RU Sibuea, & Z Zakhir. (2022). Perancangan sistem aplikasi penjualan dan layanan jasa laundry sepatu berbasis website. Blend sains jurnal teknik 1 (1), 31-37.

Sari., I.P, A Azzahrah, FQ Isnaini, L Nurkumala, & A Thamita. (2022). Perancangan sistem absensi pegawai kantoran secara online pada website berbasis HTML dan CSS. Blend sains jurnal teknik 1 (1), 8-15.

Ramadhani., F, & Sari., I.P. (2021). Pemanfaatan Aplikasi Online dalam Digitalisasi Pasar Tradisional di Medan. Prosiding Seminar Nasional Kewirausahaan 2 (1), 806-811.

Sari.,I.P, & Ramadhani., F. (2021). Pengaruh Teknologi Informasi Terhadap Kewirausahaan Pada Aplikasi Perancangan Jual Beli Jamu Berbasis WEB. Prosiding Seminar Nasional Kewirausahaan 2 (1), 874-878.

Sari., I.P, A Jannah, AM Meuraxa, A Syahfitri, & R Omar. (2022). Perancangan Sistem Informasi Penginputan Database Mahasiswa Berbasis Web. Hello World Jurnal Ilmu Komputer 1 (2), 106-110.

Hutasuhut, B.K., Sari, I.P., & Al-Khowarizmi, A (2023). Analysis the Effect of Digitalization and Technology on Web-Based Entrepreneurship. Journal of Computer Science, Information Technology and Telecommunication Engineering 4(1).

Sari., I.P, & Batubara., I.H. (2021). Perancangan Sistem Informasi Laporan Keuangan Pada Apotek Menggunakan Algoritma K-NN. Seminar Nasional Teknologi Edukasi dan Humaniora (SiNTESa) 1 (2021 - ke 1.

Ramadhani., F, A Satria, & Sari., I.P. (2022). Aplikasi Internet Berbasis Website sebagai E-Commerce Penjualan Komponen Sport Car. Blend Sains Jurnal Teknik 1 (2), 69-75.

Sari., I.P, & Batubara., I.H. (2021). User Interface Information System for Using Account Services (Joint Account) WEB-Based. International Journal of Economic, Technology and Social Sciences (Injects), 462-469.

PP Hariani, Sari., I.P, & Batubara., I.H. (2021). Android-Based Financial Statement Presentation Model. JURNAL TARBIYAH 28 (2), 1-16.

Sari., I.P, Batubara., I.H, & M Basri. (2022). Implementasi Internet of Things Berbasis Website dalam Pemesanan Jasa Rumah Service Teknisi Komputer dan Jaringan Komputer. Blend Sains Jurnal Teknik 1 (2), 157-163.

Ramadhani, F., Satria, A., & Sari, I.P (2023). Implementasi Metode Fuzzy K-Nearest Neighbor dalam Klasifikasi Penyakit Demam Berdarah. Hello World Jurnal Ilmu Komputer 2(2), 58-62.

Sari., I.P, Al-Khowarizmi., A, & Batubara., I.H. (2021). Implementasi Aplikasi Mobile Learning Sistem Manajemen Soal dan Ujian Berbasis Web Pada Platform Android. IHSAN: JURNAL PENGABDIAN MASYARAKAT 3 (2), 178-183.

Batubara, I.H., Saragih, S., Simamora, E., Napitupulu, E.E., Sari, I.P. (2022). Analysis of Student’s Mathematical Communication Skills through Problem Based Learning Models Assisted by Augmented Reality. Budapest International Research and Critics Institute-Journal (BIRCI-Journal), 5(1), 1024-1037.




DOI: https://doi.org/10.55311/aiocsit.v2i2.225

Refbacks

  • There are currently no refbacks.