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Sumanto, Sumanto
Universitas Bina Sarana Informatika
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Analisa Pola Penyebaran Pengguna Layanan Transjakarta dengan Metode K-Means Clustering Reynaldi , Reynaldi; Faiz Djarot, Raihan Jamal; Wahyudi, Mochamad; Sumanto , Sumanto; Budiman, Ade Surya
Journal Software, Hardware and Information Technology Vol 5 No 2 (2025)
Publisher : Jurusan Sistem Informasi Universitas Islam Negeri Alauddin Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24252/shift.v5i2.205

Abstract

This study analyzes the spatial distribution patterns of Transjakarta service users in Jakarta using the K-Means Clustering algorithm. The dataset, obtained from the Kaggle platform, consists of 189,501 passenger transaction records, including tap-in and tap-out locations, travel times, and user-related information. The research process involves data collection, preprocessing to remove missing values, application of the K-Means Clustering algorithm, and determination of the optimal number of clusters using the elbow method. Based on the analysis, the optimal number of clusters is identified as four (K=4). A scatter plot visualization presents user distribution patterns based on geographic coordinates and service usage times. Each cluster represents a group of users with similar travel characteristics. This analysis results in a segmentation that reflects variations in Transjakarta passenger mobility patterns and illustrates how travel activity is distributed across spatial and temporal dimensions within the urban area of Jakarta.
Co-Authors Achmad Rivai Syahputra Ade Budiman, Ade Ade Christian Ade Christian Ade Christian, Ade Adi Pangestu Adi Supriyatna Aditia Yudhistira Agung Wibowo Agus Buono Ahmad Habibullah Ahmad Yani ahmad yani Ahmad Yani , Ahmad Yani Andi Diah Kuswanto Andri Amico Anggreani, Namira Anita Adelia Syahfitri Apip Supiandi Ari Sulistiyawati Ari Sulistiyawati Arshad, Muhammad Waqas Arya, Yudi Aulia Rachmat, Daffa Azkia, Farah Diba Bib Paruhum Silalahi Bismo Raharjo, Yohanes Aryo Budhi Adhiani Christina Budi Santoso Budiman, Ade Surya Cahya, Titus Dwi Christian , Ade Damayanti Damayanti Dedi Darwis Dedi Triyanto Dedi Triyanto DENY KURNIAWAN Deny Kurniawan Dewi, Revinta Arrova Diah, Andi Dyah Ayu Megawaty Dyani Kalyana Mitta Eka Dyah Setyaningsih Eka Putri Alvi Syahrina Elisabeth Sri Hendrastuti Fahrian Faiz Djarot, Raihan Jamal Fajar Akbar Fajrian, Ihsan Fardha Hasykir Faruk Ulum Fathur Rismansyah Ganda Wijaya Ganda Wijaya, Ganda Hafis Nurdin Harianto Harianto Hariyanto HARIYANTO HARIYANTO Hartanti Hartanti Hidayat, Manarul Hilmy Ibrahim, Farras Imam Budiawan Indah Purwandani Indra Chaidir, Indra Indra, Ahmad Indriani , Karlena Indriyanti, Zahra Kiky Dwi Insani Abdi Bangsa Jumadi, Yakobus Linus Jumaryadi, Yuwan Junhai Wang Kadir, Fauwas Abdul Karlena Indriani Karlisa Priandana Kotjek, Rafie Kuswanto, Andi Diah Laura Gabriel da Silva Lia Mazia, Lia Lise Pujiastuti Lise Pujiastuti Lita Sari Marita Maharani Rona Makom Mantriwira, Daniel Mardinawat Mardinawat Marundrury, Aberahamo Onoma Megawaty, Dyah Ayu Mochamad Wahyudi Muhammad Furqon Prasetyo Nabilla, Adinda Naufal Hermawan, Rezan Nirwana Hendrastuty Noviyanto Nur Rachmat Nugraha Nurfia Oktaviani Syamsiah Oprasto, Raditya Rimbawan Paduloh Paduloh Pasaribu, A. Ferico Octaviansyah Permata, Permata Prasetyo, Romadhan Edy Pribadi, Denny Pricillia Pujiastuti, Lise Rafi Kurniawan Ramadani, Achmes Dade Ramadhan, Muhammad Gilang Ramadhani, Varla Octavia Rani, Maulidina Cahaya Rasendriya, Rafi Ratiyah* Ratiyah Reynaldi , Reynaldi Rian Hidayat Rifda Ilahy Rosihan Riska Aryanti Riska Aryanti Rizal Maulana Rizqi Ramadhani, Muhammad Roida Pakpahan Ruhul Amin Ruhul Amin Ruhul Amin, Ruhul Ruli , Ahmad Rais Rumidjan Rumidjan, Rumidjan Rusda Wajhillah Ryan Randy Suryono Sanriomi Sintaro Setiawan, Dandi Setiawansyah Setiawansyah Sri Hendrastuti, Elisabeth Sri Sugiharti SUKAMTI . Sumarna Sumarna Sumarna Sumarna Teguh Budhi Santosa Tri Widian Ratnasari Ulum, Faruk Umam, Hairul Ummu Radiyah, Ummu Vera Agustina Yanti Wahyudi, Agung Deni Wang, Junhai Wardani, Maidy Tri Wattilah, Florentina Wijaya, Filzah Yanuar Laik, Abraham Adrian Yundari, Yundari Yuri Rahmanto Zidan, Muhammad `Diah Kuswanto, Andi