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Journal : Journal Information System Development

Perbandingan Data Mining Mengidentifikasi Pola Keterkaitan Variabel Kecelakaan Lalu Lintas Di Polresta Kota Medan Saragih, Rusmin; Sitompul, Juliana Naftali
Journal Information System Development (ISD) Vol 4, No 1 (2019): Journal Information System Development (ISD)
Publisher : UNIVERSITAS PELITA HARAPAN

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (534.157 KB)

Abstract

This research was conducted to analyze the results of data mining processing on a priori method and the method of k-means clustering in analyzing the comparison of the two methods to factors related to the incidence of traffic accidents that occurred in the POLRESTA Medan area. Analysis of the pattern of the causes of traffic accidents conducted in this study using Apriori data mining methods and k-means clustering. Apriori method is a data mining method that produces association patterns or linkages between variables or itemset based on frequent or frequent itemset. While the k-means clustering method is a method that groups data into different groups so that data with certain patterns will form their respective groups. By using a priori and k-means clustering, a comparative analysis can be obtained between the two methods. This research was carried out by collecting data on traffic accidents obtained from POLRESTA Medan followed by the development of a data mining software that implements the Apriori method and k-means clustering to produce the association and clustering patterns contained in the accident data. The results of the comparison between the two methods can then be information and references to the performance of the two methods in processing traffic accident data in POLRESTA Medan. Keywords: Accidents, Traffic, POLRESTA Medan, data mining, a priori, k-means.
Perbandingan Data Mining Mengidentifikasi Pola Keterkaitan Variabel Kecelakaan Lalu Lintas Di Polresta Kota Medan Rusmin Saragih; Juliana Naftali Sitompul
Journal Information System Development Vol 4, No 1 (2019): Journal Information System Development (ISD)
Publisher : UNIVERSITAS PELITA HARAPAN

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

This research was conducted to analyze the results of data mining processing on a priori method and the method of k-means clustering in analyzing the comparison of the two methods to factors related to the incidence of traffic accidents that occurred in the POLRESTA Medan area. Analysis of the pattern of the causes of traffic accidents conducted in this study using Apriori data mining methods and k-means clustering. Apriori method is a data mining method that produces association patterns or linkages between variables or itemset based on frequent or frequent itemset. While the k-means clustering method is a method that groups data into different groups so that data with certain patterns will form their respective groups. By using a priori and k-means clustering, a comparative analysis can be obtained between the two methods. This research was carried out by collecting data on traffic accidents obtained from POLRESTA Medan followed by the development of a data mining software that implements the Apriori method and k-means clustering to produce the association and clustering patterns contained in the accident data. The results of the comparison between the two methods can then be information and references to the performance of the two methods in processing traffic accident data in POLRESTA Medan. Keywords: Accidents, Traffic, POLRESTA Medan, data mining, a priori, k-means.
Co-Authors , Eka Putra Abdul Azan Abdul Azan Abdullah Hamid Abdullah Husein ACHMAD FAUZI Achmad Fauzi Alfina Damayanti Ambarita, Indah Andini Andini Andre Adrian Andrean Samuel Siahaan Aprilianda, Dinda Arianta Bangun Arnes Sembiring Asih, Munjiat Setiani Barany Fachri Boyke Gunawan Manurung Buaton, Relita Chairul Rizal Charles Jhony Mantho Sianturi, Charles Jhony Mantho Cindy Primadona Siahaan Damayanti, Fera Dandi Satria R Deni Apriadi Dewantara, Nowell Dimas Prayogi Dinda Firdawati Simamora Divi Handoko Eka Pandu Cynthia Eka, Muhammad Ema Sari Suwandi Fany Juliawati Fatimah Fatmaira, Zira Fauzi, Achmad frans ikorasaki Fuzy Yustika Manik Fuzy Yustika Manik, Fuzy Yustika Gea, Fide Evianti Ginting, Darmawan Gultom, Imeldawaty Handoko, Divi Herdiansyah Harahap Herdiansyah Harahap Hesty Vitara I Gusti Prahmana Ikhsan Arif Indra Prasetia, Indra Irfan Yusuf Ismi Asmita Jesayas Sembiring Khair, Husnul Lestari, Yuyun Dwi Lili Musarofah Lili Musarofah Loo, Petrus Magdalena Simanjuntak Magdalena Simanjuntak Magdalena Simanjuntak Mardiah Marto Sihombing Marto Sihombing Meisaroh Mhd Ferdiansyah Putra Mili Alfhi Syari Muhammad Danil Syahputra Muhammad Danil Syahputra Muhammad Eka Muhammad Eka Muhammad Noor Hasan Siregar Muhammad Reza Habibi Muhammad Zen, Muhammad Munadi Munadi Nasril Hidayat Nico Kurniawan Purba Nikous Soter Sihombing Novriyenni Novriyenni Novriyenni Novriyenni, Novriyenni Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurlaila Nurlaila Nurlaila Nurlaila Nuryahati - Pakpahan, emma martina Pakpahan, Victor Maruli Pardede, Akim Manaor Hara Pasaribu, Tioria Rafli Fitriawan Rahayu Utami Rahmadani Rahmadani Rahmawati Rahmawati, Rahmawati Raihan, Muhammad Ramadani, Suci Ramli Ramli Ramos Parulian Ambarita Ratih Puspadini Rianty Zabitha Siregar Ricky Ramadhan Harahap Rizki Kurniawan Ruine Buana Br Sitepu Ryan Hidayat Saripurna, Darjat SELVY SELVY ANGGRAINI Sihombing, Anton Sihombing, Marto Simanjuntak, Magdalena Sinaga, Ayu Puspita Sari Sirait, Win Gomgom Parsaulian Siswan Syahputra SITORUS, ERBIN Sonadi Perangin Angin Suci Pratiwi, Kiki Supiyandi Supiyandi Syahputra, Siswan Syari, Milli Alfhi Tantia Azzahra Tata Mustika Dewi tata, tatamustikadewi Theodora MV Nainggolan Ulandari, Seri Wati, Sri Kesuma Yani Maulita Yekolya Anatesya Yessi Fitri Annisah Lubis Yulia Ningsih Yusuf Afani Yuyun Dwi Lestari