Implementation of the K-Nearest Neighbor (KNN) Algorithm in Making a Web-Based Article Topic System

Fanny Ramadhani

Abstract


This study aims to apply the K-Nearest Neighbor algorithm in making an article topic determination system. The K-Nearest Neighbor algorithm is one of the oldest and most popular NN-based methods for categorizing text. In determining class label predictions on test data it is determined by the value of k which represents the number of nearest neighbors. Of the k closest neighbors selected, voting is carried out by selecting the class with the most number as the predicted class label on the test data. Classification is considered the best method in processing when the training data is closest to the object. The way the KNN works requires determining the input in the form of training data, test data and k values.


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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.

Lubis, A. R., Lubis, M. & Al-Khowarizmi (2020). Optimization of distance formula in K-Nearest Neighbor method. Bulletin of Electrical Engineering and Informatics, 9(1), 326-338.

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.

Y. Samuel, R. Delima, and A. Rachmat, “Implementasi Metode K-Nearest Neighbor dengan Decision Rule untuk Klasifikasi Subtopik Berita,” J. Inform., vol. 10, 2015.

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.v3i1.223

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