East Asian Journal of Multidisciplinary Research (EAJMR)
Vol. 2 No. 4 (2023): April 2023

Implementation of Fuzzy C-Means Algorithm with Optimized Parameter Grid for Clustering Electronic Product Sales

Rini Astuti (STMIK LIKMI Bandung, Indonesia)
Nining Rahaningsih (STMIK IKMI Cirebon, Indonesia)
Umi Hayati (STMIK IKMI Cirebon, Indonesia)
Cep Lukman Rohmat (STMIK IKMI Cirebon, Indonesia)
Nana Suarna (STMIK IKMI Cirebon, Indonesia)



Article Info

Publish Date
29 Apr 2023

Abstract

The sales of electronic products have increased rapidly over the past few years. However, grouping products based on certain criteria is still an unresolved issue. Therefore, research is needed to develop more accurate clustering methods. Currently, the problem with electronic product clustering using the k-means method still has limitations, such as sensitivity to initial centroid values and inability to handle overlap between clusters. Therefore, research is needed to optimize the grid parameter of the Fuzzy C-Means algorithm to produce more accurate clustering. The purpose of this study is to implement the Fuzzy C-Means algorithm with optimized grid parameters to cluster electronic product sales more accurately. The method used in this study is an experimental research method. Electronic product sales data were obtained from specific stores, and the Fuzzy C-Means algorithm with optimized grid parameters was applied to cluster electronic products. The results show that implementing the Fuzzy C-Means algorithm with optimized grid parameters can produce more accurate electronic product clustering compared to the k-means method. By using optimized grid parameters, the Fuzzy C-Means algorithm can handle overlap between clusters and produce more stable centroids with a Dbi accuracy value of 0.510 for Numerical Measure and 0.611 for Mixed Measure.

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Journal Info

Abbrev

eajmr

Publisher

Subject

Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Industrial & Manufacturing Engineering

Description

East Asian Journal of Multidisciplinary Research (EAJMR) is a scientific multidisciplinary research journal published by Yayasan Pendidikan Penelitian Pengabdian Algero. The aim of this journal publication is to disseminate the research results, conceptual thoughts, improved research methodologies ...