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Suharmanto
Universitas Negeri Malang
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Journal : bulletin of information technology bit

 1 
Penerapan Data Mining Menggunakan Algoritma K-Means Untuk Clustering Perokok Usia Lebih dari 15 Tahun Suharmanto; Utami, Wiranti Sri; Pratiwi, Nila; Muhammad, Faisal
Bulletin of Information Technology (BIT) Vol 4 No 4: Desember 2023
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bit.v4i4.1067

Abstract

Smoking is an activity that can have a bad impact on health, both for yourself and for others. This is because there are various kinds of ingredients that are dangerous to health, there are 4000 types of chemicals found in cigarettes, starting from nicotine and other substances that can cause cancer in humans. The dataset obtained from BPS (Central Statistics Agency) can be utilized by using K-Means Clustering to determine the grouping of smokers aged more than 15 years in each region. The grouping of smokers aged over 15 years can be seen through 3 clusters, Cluster 1 is the highest level of smoking in 10 provinces out of 34 provinces studied, Cluster 2 is the medium level with 15 provinces out of 34 provinces studied, and Cluster 3 is the lowest level. with 9 Provinces.
Pemanfaatan Data Mining Menggunakan Metode K-Means Untuk Analisa Komoditas Telur Ayam Faisal, Muhammad; Suharmanto; Wiranti Sri Utami; Pratiwi, Nila
Bulletin of Information Technology (BIT) Vol 5 No 4: Desember 2024
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bit.v5i4.1673

Abstract

Chicken eggs are a source of animal protein that taste delicious and have many benefits, especially in the culinary field or are one of the main ingredients in making cakes. Some animals, especially poultry, can produce eggs that can be bought and sold and consumed by humans, including chicken eggs, duck eggs, puyu eggs and goose eggs, but the most popular and frequently consumed by humans are chicken eggs. There are two types of chicken eggs, namely free-range chicken eggs (Buras) and free-range chicken eggs (Ras). Data on broiler egg commodities is recorded at the Central Statistics Agency (BPS) and this data can be used for research, especially in the field of data mining using the K-clustering method. The aim of the facility is to determine the commodity cluster for purebred chicken eggs in each province. The number of clusters obtained from 34 provinces was 8 clusters With a cluster percentage of 76,6%.
Penerapan Data Mining Menggunakan Metode Cluster K-Means Untuk Pengelompokkan Fasilitas Sekolah Muhammad, Faisal; Suharmanto; Janu Ilham Saputo; Wiranti Sri Utami
Bulletin of Information Technology (BIT) Vol 6 No 4 (2025): Desember 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bit.v7i1.2340

Abstract

School Facilities are facilities provided by schools or universities to support activities and can be utilized by students, teachers, students and staff within the scope of a particular education. In order to create good teaching and learning activities (KBM) and support the development process and achievements, good schools or universities must have classroom facilities, laboratories, libraries, canteens, places of worship and fields. By applying data mining and utilizing the data sources obtained and the application of the K-Means cluster method, information related to school facilities can be drawn. The number of clusters obtained is 2 clusters with the number of squares according to the cluster of 76.0%.
Co-Authors Adah, Nur Nelisa Ade Yonata, Ade Adie Setyawan, Nanang Aep Saefullah Agus Suyetno Akmal, Firdaus Alberto Taolin Aldino Pratama Ali Saukah Ali Saukah Alma Abigail Pamarta Amelia, Erry Rizki Amelia, Rizqina Fara Aminuyati Andi Nafisah, Andi Anindyaguna, Anggit Annisa Tamara Panjaitan Annisya, Annisya Ardika, Okta Besti Ari Wahyuni Asep Sukohar Asep Sukohar Atri Sri Ulandari Aulia Nur Fadilah Ayuwardani, Mellasanti Azka, Laisa Baehaqi Bayu Anggileo Pramesona Bayu Setyo Nugroho Betta Kurniawan, Betta Budi Prasetya Cayandrawati Sutiono, Cayandrawati Dani Irawan Daulay, Suryani A. Dedy Arisjulyanto Devie, Erika Dian Isti Angraini Dian Luthfiyati, Dian Didik Nurhadi Didin Zakariya Lubis Dika, Johan Wayan Dilla Syahra Noor Fitri Diska Fatima Virgiyanti Dwi Aulia Ramdini DWi Aulia Ramdini Dwi Puji Septarini Dyah Wulan Sumekar Rengganis Wardani Dyah Wulan Sumekar Rengganis Wardani Dyan Puji Puji Lestari Eddy Sutadji Elisa, Syavira Endro Prasetyo Wahono Eny Suspartiana Ety Apriliana Evynurul Laily Zen Exsa Hadibrata Faisal Muhammad, Faisal Farouk, Umar FAUZAN ABDILLAH Febri Febri Febrianta, Muhammad Kaisar Firdaus, Purna Fitria Saftarina Fitriyani Fitriyani Fredison Fredison Fredison, Fredison Furaidah Gunadi H. Abd. Sulistyo Hadibrata, Exsa Halim Tjiwidjaja Hanna Mutiara, Hanna Happy, Terza A Hasanah, Sabila Hdibrata, Exsa Hendri Busman Heny Setyawati Hermawan , Iwan Hindrawati, Gita I Putu Ngurah Wage Myartawan Ilmidin, Ilmidin Imam Sudjono Inayah Inayah Inayah Intanri Kurniati Ismawanto, Iqbal Iwan Hermawan Janu Ilham Saputo Jati Nugroho Jayaun Jayaun Jayaun, Jayaun Jazuli, Khanif Johannes Ananta Prayogo Joned C. Saksana Kalih, Abigael Ludwina Kanzulli, Mohammad Haidar Khadafi Indrawan Khairul Saleh Khairun Nisa Khoerunisa, Asti Kurniawan, Ryanda Masri Kusuma, Ardhanari Hendra L.P, Eka Ananda Laras Pratiwi, Astari Larasati, Ratri M. Lulus Irawati Luqman Khakim Luqman Khakim Lusiana Rahmawati Lusina, Septia Eva M. Ridho Ulya Maharani, Shella Maria Hidayati Maria Hidayati, Maria Maula, Nadliatul Mirjam Anugerahwati Mohammad Adnan Latief Mohammad Adnan Latief Monica D.D. Oka Muhammad Faisal Muhammad Fitra Wardhana Sayoeti Muhammad Iqbal Muhammad Rizky Hasan, Muhammad Rizky Muhammad Sultan, Muhammad Mukhlis Imanto, Mukhlis Mutiara Fauza Nainggolan, Hotman Natama Nanang Adie Setyawan Nastiti, Ana Putri Nazia, Marsa Zahra NILA PRATIWI, NILA Nilna Fauza Nirwan, Qurratul Aina Novita Carolia Nur Siyami Nurhayati Nurhayati Nurhayati Nurhayati Nurhidayat, M. Nurmumpuni, Dwita Nurul Utami Oktadoni Saputra, Oktadoni Oktoba, Zulpakor Ona Rahmawati Ovalia, Nora Wilya Pandu Atri Saputra Parnawati, Tantry Ajeng Pramesona, , Bayu Anggileo Pratama, Aldino Pratama Pratama, Bagas Pratama, Muhammad Yandi Pratiwi, Mona Inayah Puput Tri Hartanti Purnomo Purnomo Purnomo Purnomo Purnomo Purnomo, Purnomo Putera, Alifi Restu Puteri Sahra Salsabila Qudus Sabha Adhinugraha Rahmat Febriawan rahmawati, selvi Raisa Fadilla Ramadhan Triyandi Ramdini, Dwi Aulia Rani Himayani RANO KURNIA SINURAYA Rasmi Zakiah Oktarlina Rasyid, M. Fauzan Abdillah Reni Zuraida Rianto, Muhamad Arif Risal Wintoko Risal Wintoko Risti Graharti Rizki Hanriko Rudiyanto, Waluyo Safitri, Nara Salima, Rianti Salma Alya Ihsan Salsabila, Aqilla Salsiyah, Sri Marhaeni Sangging, Putu Ristyaning Ayu Saputri, Kharisma Sartono Sartono, Sartono Septiarti, Nadiya Puput Ika Setiawati, Lita Setiorini, Anggi Shela Sandra Kirana Sihaloho, San Maulina Siti mutmainnah Sitti Aliyah Azzahra Sofyan Musyabiq Wijaya Sormin, Merris Hartati Sri Eka Sadriatwati, Sri Eka Suhermanto Suhermanto Suhermanto, Suhermanto Suhermanto, Suhermanto Sujadi, Didi Sulistiyani, Endang Supardal Supardal, Supardal Suparmin, Agus Susianti Susianti Sutariyono Sutariyono Sutarto Sutarto Sutaryono Sutyarso Suyatno Suyatno Syafran Nurrahman TA Larasati Tafsiruddin, M. Taolin, Alberto Titik Haryati Tohiroh Tohiroh Tohiroh, Tohiroh Triyandi, Ramadhan Tugiyono Tugiyono Tuwoso Ulinnuha, Najwa Utama, Nadila Gita Putri Utami Widiati Utami, Hadiahti Utami, Wiranti Sri Wakhdan Wakhdan War, Muhammad Fitra Wardhana, Muhammad Fitra Wartariyus Wicaksono, Moch. Wahyu Widia, Chyci Winda Trijayanthi Utama, Winda Trijayanthi Wiranti Sri Utami Wiwi Febriani Yaktiworo Indriani Yazid Basthomi Yunianto, Andi Eka Yuniar, Mirza Yuningrum, Hesti Zada Amalia Agatha Sari Zada Amalia Agatha Sari Zeta, Nathasya Karren