Implementation of Hierarchical Clustering Algorithm for Mall Customer Data Clustering

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Risnandy Maulana
Dimas Adi Putra Pratama
Nisvy Sya`'bana Nugraha
Adellia Rahmasari

Abstract

In certain cities there are large malls that must store information on customers who often come to the mall and have cards that can. In their information card there is some information including: gender, age, expenditure and annual income. The customer uses the information card when he makes various purchases at the mall, so that the mall automatically has the spending spirit of all customers who come. We have to segment these customers based on the customer details provided. So we will create a cluster customer using Hierarchical Clustering. By using the grouping in this study so as to produce a very appropriate strategy for a group of customers. Thanks to this unsupervised learning technique, companies can also adjust their marketing strategies more efficiently and focus on the customers with the highest revenue. Customers are segmented into different groups according to their annual expenses and income.

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References

H. Jiawei, M. Kamber, J. Han, M. Kamber, and J. Pei, Data Mining: Concepts and Techniques. 2006.

P.-N. Tan, M. Steinbach, V. Kumar, T. Pang-Ning, M. Steinbach, and V. Kumar, Introduction to data mining: Instructur’s. 2006.

A. Saputra, “OPTIMALISASI PENENTUAN SUMBER PASOKAN KOPI ARABIKA GAYO MELALUI PENDEKATAN HIRARCHICAL CLUSTERING DATA MINING,†J. Optim., vol. 3, no. 4, 2018, doi: 10.35308/jopt.v3i4.214.

G. S. Budhi, A. I. Rahardjo, and H. Taufik, “Hierarchical Clustering untuk Aplikasi Automated Text Integration,†in Seminar Nasional Aplikasi Teknologi Informasi (SNATI), 2008, vol. 1, no. 1.

G. A. Pradnyana, “Perancangan dan Implementasi Automated Document Integration dengan Menggunakan Algoritma Complete Linkage Agglomerative Hierarchical Clustering,†J. Ilmu Komput., vol. 5, no. 2, 2012.

I. W. Rahayu, I. Atastina, and A. Herdiani, “Analisis Dan Implementasi Algoritma Agglomerative Hierarchical Clustering Untuk Deteksi Komunitas Pada Media Sosial Facebook,†eProceedings Eng., vol. 5, no. 1, 2018.

F. Murtagh and P. Contreras, “Algorithms for hierarchical clustering: an overview,†Wiley Interdiscip. Rev. Data Min. Knowl. Discov., vol. 2, no. 1, pp. 86–97, 2012.

S. C. Johnson, “Hierarchical clustering schemes,†Psychometrika, vol. 32, no. 3, pp. 241–254, 1967