Tadulako Science and Technology Journal
Vol. 1 No. 1 (2020): TADULAKO SCIENCE AND TECHNOLOGY JOURNAL

The Implementation of K-means Algorithm for Clustering Traffic Accident Rates on the Highway

Anita Ahmad Kasim (Departemen of Information Technology, Faculty of Engineering-Universitas Tadulako, Palu, Indonesia)
Siti Uyun Mubarak (Information Technology Department, Faculty of Engineering Tadulako University, Palu Indonesia)

Article Info

Publish Date
20 Dec 2020

Abstract

Introduction : The increase of population in Palu City has result in increased vehicle ownership and increased the risk of traffic problems such as traffic accidents. Sofar, the accident data in the Palu Resort Police Station has not been fully utilized by the interests of related parties. Therefore, the accumulation of data will be processed by data mining techniques. This study aims to cluster the level of accidents in Palu City based on the age of the perpetrators, where the results of the clustering will be used as consideration for the more targeted socialization of traffic accidents. Based on the results of testing with 2 different centroid initialization methods, the results obtained indicatethat centroid initialization using the ranking method has an SSE value of 233.0690397 while centroid initialization using a random method has an SSE value of 356.42304. It proves that centroid initialization using ranking method has better clustering results compared to centroid initialization experiments using random methods.

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Journal Info
Tadulako Science and Technology Journal
Website

Abbrev

sciencetech

Publisher

Universitas Tadulako

Subject

Agriculture, Biological Sciences & Forestry Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Languange, Linguistic, Communication & Media

Description

Tadulako Sciencetech Journal is an open-access global publication for scientific articles which is intended as a vehicle for the dissemination of new finding research results on science and technology. Manuscripts that are published in Tadulako Sciencetech Journal develop underlying science ...