p-Index From 2021 - 2026
12.413
P-Index
This Author published in this journals
All Journal Dinamik JURNAL DINAMIKA EKONOMI PEMBANGUNAN Candi Transmisi Jurnal Ilmu Komunikasi Jurnal Ilmiah Kesatuan (JIK) Jurnal Ilmiah Ranggagading (JIR) Jurnal Online Mahasiswa (JOM) Bidang Teknik dan Sains Jurnal Teknik Elektro Jurnal Ilmu Komunikasi Jurnal Ilmu Ternak Veteriner Jurnal Teknik Pengairan: Journal of Water Resources Engineering Asia-Pacific Management and Business Application Jurnal Matematika Sains dan Teknologi Dinamisia: Jurnal Pengabdian Kepada Masyarakat Sebatik International Journal of Supply Chain Management IKRA-ITH ABDIMAS JURIKOM (Jurnal Riset Komputer) Jurnal Arsitektur ZONASI Jurnal Riset Informatika PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Jurnal Teknik Kimia JURNAL TEKNIK Specta Journal of Technology Jurnal Leverage, Engagement, Empowerment of Community (LeECOM) Jatilima : Jurnal Multimedia Dan Teknologi Informasi JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Jurnal Sains Komputer dan Teknologi Informasi Journal of Architectural Research and Education Jurnal Sistem Komputer dan Informatika (JSON) Spektrum Sipil Journal of Computer Networks, Architecture and High Performance Computing Jurnal Teknik Informatika (JUTIF) Maslahah: Jurnal Pengabdian Masyarakat International Journal of Research in Community Services Operations Research: International Conference Series Abdimas: Papua Journal Of Community Service Jutsi: Jurnal Teknologi dan Sistem Informasi Jurnal Muhammadiyah Manajemen Bisnis (JMMB) International Journal of Quantitative Research and Modeling Premium: Insurance Business Journal Jurnal Manajemen, Bisnis dan Kewirausahaan Eksergi: Jurnal Teknik Energi Jurnal Pengabdian kepada Masyarakat Politeknik Negeri Batam Perwira Journal of Science and Engineering (PJSE) International Journal of Ethno-Sciences and Education Research Journal of Innovation in Management, Accounting and Business Dharma: Jurnal Pengabdian Masyarakat Data Sciences Indonesia (DSI) Prosiding Seminar Nasional Teknologi Informasi dan Bisnis JUTIS Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Jurnal Riset Manajemen Akuntansi Indonesia GEMBIRA (Pengabdian Kepada Masyarakat) PEDAMAS (Pengabdian Kepada Masyarakat) Jurnal Pengabdian Masyarakat dan Riset Pendidikan Perwira Journal of Economics and Business (PJEB) Hexagon: Jurnal Ilmu dan Pendidikan Matematika International Journal of Technology and Education Research Shof Journal of Social Impact JURNAL REKAYASA KIMIA & LINGKUNGAN Ulil Albab Joong-Ki International Journal of Mathematics, Statistics, and Computing International Journal of Humanities, Law, and Politics International Journal of Health, Medicine, and Sports International Journal of Linguistics, Communication, and Broadcasting AKTUARIA Indonesian Actuarial Journal
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH)

Perbandingan Algoritma K-Nearest Neighboor dan Naive Bayes Dalam Prediksi Penyakit Ginjal Kronis Pada Lansia Simbolon, Marco Duran; Bukit, Dimas Dimanta; Purba, Rian Elby; Ketaren, Faisal Haries; Prabowo, Agung
Journal of Information System Research (JOSH) Vol 6 No 2 (2025): January 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v6i2.5938

Abstract

Chronic kidney disease is a serious illness that requires early diagnosis to improve treatment outcomes, especially in the elderly. The main challenge in diagnosing this disease lies in the fact that symptoms often do not appear until the disease has reached an advanced stage, which necessitates the use of accurate prediction methods. Additionally, the dataset's limited size, consisting of only 195 patient records, may affect the algorithm's ability to identify patterns. Choosing the appropriate algorithm is also a challenge, as some algorithms have limitations in handling complex medical data. This study aims to evaluate the performance of the K-Nearest Neighbors (KNN) and Naïve Bayes algorithms in predicting chronic kidney disease. The dataset was analyzed using Weka Waikato software and tested using the 9-fold cross-validation method. The best results were obtained using the Naïve Bayes algorithm, with an accuracy of 97.4359%. Based on these results, it can be concluded that both algorithms can be used to predict chronic kidney disease in the elderly. However, to further improve prediction accuracy, proposed solutions include expanding the dataset with more diverse data and optimizing the algorithm's hyperparameters. On the other hand, the Naïve Bayes algorithm demonstrated higher accuracy compared to KNN in this study, making it the more recommended choice.
Co-Authors ., Rusliyawati A.A. Ketut Agung Cahyawan W Abd. Rasyid Syamsuri Abdul Halim, Nurfadhlina Abdul Muis Abdul Syukur Achmad Ridwan Achmad Ridwan, Achmad adi surya antara, adi surya Adiati, Ani Adinda, Baiq Tami Dwi Aglia, Arla Agus Sugandha Agustawijaya, Didi Supriadi Agustini Tripena Br Surbakti Ahmad Fadli Ahmad Fadli Akmalina, Diniatul Al-Ghifari, Muhammad Aziz Abdullah Alfaridzi, Sultan Izbik Riska Alibazah, Terra Dei Alif, Muhammad Ikhsan Alvyano Amal, Moh Alfi Amar Luthfi Amar Ma’ruf Amir, Supratiwi Amitarwati , Diah Paramita Amitarwati, Diah Paramita Andini, Kiki Andini Andoko Andoko, Andoko Andriawan, Deden Andriyani, Mega Shintya Andryani Handrayani Putri Angelica Sitanggang, Tiffany Maria Arditianto, Yanuar Ari Purwanti Ari Wardayani, Ari Arif Wibawa Arrosyid, Muhammad Daffa Arumingtyas, Felinda Ashari, Isya Asri Laksmi Riani Azahra, Astrid Sulistya Azizah, Azkiyatul bin Mamat, Mustafa binti Abdullah Suhaimi, Nurnisaa Br. SB, Agustini Tripena Bukit, Dimas Dimanta Candra candra Choirunisa, Erika Nurul Chun wang Deden Andriawan Dei Alibazah, Terra Delima Sitanggang, Delima Deni Noviana Dewi Ratnasari, Erlinda Dharma Ajie Nur Rois Diki Hidayat Duran, Filbert Dwi Abadi, Medi Trilaksono Elisa, Syifa Fadlilah, Fajar Nur Fahreza, Muhammad Naufal Felim, Filbert Felinda Arumningtyas Firdaus, Muhammad Ilham Gading Bagus Mahardika Gea, Radiman Ginting, Riski Titian Govandy Gurning, Rosintan Guswanto, Bambang Hendriya Guswanto, Bambang Herdriya Halawa, Hendi Jaya Halim, Nurfadhlina Abdul Hamisu Kankarofi, Rabiu Hamka, Achmad Chaerul Handinata Haryadi - Hati, Primanda Berlian Hendriva Guswanto, Bambang Henry Chandra Herol, Herol Heru Suryanto Hoesain M, Ismail HS, Christnatalis Hulu, Yakin Rianto Hutasoit, Feliks Daniel I Wayan Arsa Suteja Ida Wiendijarti Idha Sihwaningrum Ika Safitri Windiarti Immanuel Sinaga, Ferdy Indah, Sika Nur Indra Surjati Irman, Dede Ismawati, Heni Istikanaah, Najmah Itsnaini, Nurul Janna, Nur Jorgi L.Tobing, Stefanus kalfin Kalfin Kamal Prohandani Karpriana, Angga Permadi Kenichiro, Yoshie Ketaren, Faisal Haries Khairunisyah, Sevia Tri Kinanti, Fani Rasya Kireina, Michiko Komalasari Komalasari Kristina Wijayanti Kusumawati, Fajry Ayu Kusumo, Yudhy Widya Laksito, Grida Saktian Lianingsih, Nestia Mala Nurilmala Manalu, Rio Vincent Marulam Manday, Dhanny Rukmana Marsanda, Mareta Mashuri Mashuri Maulida, Ghafira Nur Mawaddah Harahap, Mawaddah Meilia Wulansari Melda Juliza Mendrofa, Fide Moses Miftahurrizqi, Miftahurrizqi Monica Dwi Kusumaningsih Muchtaranda, Ismail Hoesain Mufidah, Afifah Muh Irwan Muhamad Awiet Wiedanto Prasetyo Muhammad Haris Qamaruzzaman Muhammad Rizki Muhsin Muhsin Mukarromah, Zulfatul Muliady, Jefry Munahefi, Detalia Noriza Muntafi’ah, Naailah Mustafa Mamat Muzakki, Muhammad Sulthan Naibaho, Sona Halomoan Napitupulu, Agrifa Insani Nazilul Falah, Eliza Nazira, Aisy Azra Nofriadi Nofriadi Norhalisa, Siti Norhayati Novia Novita Eka Chandra Nunung Nurhayati Nur Amel Fitriyan Nur Heri Cahyana Nur Jannah Nurnisaa Binti Abdullah Suhaimi Nuroso, Dwiyani Larasati Putri Oliver Samuel Simanjuntak Pakuan, Gani Muhammad Paramita Amitarwati , Diah Paramita Amitarwati, Diah Pasaribu, Firdaus Hosea Pasaribu, Tessa Vena Melinda Perangin Angin, Despaleri Pirdaus, Dede Irman Polem, Naufal Maulana Pramesty, Elya Arum Prasetya, Riduwan Pratama, Anugrah Robby Prihartini Widiyanti PUJI LESTARI Purba, Rian Elby Putri, Cici Puty, Flower of Your Dreams Yati Rahmadana, Muhammad Akbar Rahmah, Khairunnisa Ramadhan, Abil Ramdhani, Arif Retno Hendariningrum Rifattul Qonita, Dewi Rini Cahyandari Rini Wahyu Sayekti Rita Sari Riyanto Haribowo Robetson, Robetson Rosady, Tiara Rulianah, Nita Saefullah, Rifki Salma Mukhtar, Andina Saputra, Jumadil Sari Nurahmandhani, Ambar Sari, Fitra Bona Sehah Sehah Sembiring, Icha Dwi Putri Br Shihah, Hanna Dzawish Siahaan, Assana Dea Sidi, Pramono Sidiq, Fahmi Simbolon, Marco Duran Sinaga, Alfrendo Sinaga, Bram Dimpos Fajar Sinarpaska, Stefany Mahatma Siregar, Saut Dohot Soemitro Padmowijoto Sri Endang Rahayu Sudarmin Sudarmin Suhaimi, Nurnisaa binti Abdullah Suhariman, Fikrianto Sukono Sukono Sulistyowati, Tri Sulistyowati Sulthan Izbik Riska Alfaridzi Sumita Wardani Sunoko , Ray Aksan Supriyanto Supriyanto Supriyono Supriyono Suratno Suratno Suroto Suroto Suroto Suroto Suroto suroto Susilawati , Susi Sutami Syaiful Anwar, Agus Setiadi, Suwali, Syamsul Arifin Syarifuddin Oko Tambunan, Fiktor Januari Tarigan, Nathanael Atan Baskita Tarigan, Perwira Togar Timoteus Gultom Tri Ayu Mulyani Tri Sulistyowati Triandi Triandi Tripena, Agustina Uswatun Chasanah Velicia, Lorraine Putri Vimelia, Willen Wahyuni, Nur Maulida Wahyuni, Olivia Nindi Wijaya, Frederico Wijaya, Sky Xavier Wijayanti, Marwah Daud Wilbert Solo, Eddrick Wisnalmawati Wisnalmawati Yakubu, Usman Abbas Yansyah, Deli Yanti, Voni Yasmin, Arla Aglia Yaza Azzahara Ulyana Yelia, Cica Yenni Sri Utami Yenni Sri Utami, Yenni Sri Yennimar, Yennimar Yhenis Apriliana Yohana Vivit Yohandoko, Setyo Yohandoko, Setyo Luthfi Okta Yuningsih, Siti Hadiaty Zaenal Bachruddin Zahra, Alika Zinedine Amalia Noor Mauludy Reihan Zulfahmi, Muhammad Hafidz