eprintid: 61557
rev_number: 10
eprint_status: archive
userid: 12460
dir: disk0/00/06/15/57
datestamp: 2023-10-20 03:01:53
lastmod: 2023-10-20 03:01:53
status_changed: 2023-10-20 03:01:53
type: thesis
metadata_visibility: show
contact_email: muh.khabib@uin-suka.ac.id
creators_name: Mohammad Ikhwanud Dawam, NIM.: 19106050050
title: ANALISIS DATA PENJUALAN PADA TOKO BUKU SOCIAL AGENCY BARU AMBARUKMO MENGGUNAKAN METODE K MEANS CLUSTERING
ispublished: pub
subjects: TB
divisions: jur_tinf
full_text_status: restricted
keywords: Clustering, K-Means, Forgy Initialization, K-Means++
note: Pembimbing: Ir. Maria Ulfah Siregar, S. Kom., MIT., Ph.D.
abstract: SAB Ambarukmo Store is a prominent bookstore in Yogyakarta with a
substantial customer base. This research was conducted with the aim of analyzing
the survival rate of each product so that it is expected to increase the sales level in
SAB Ambarukmo Store. Sales data was sampled for this study, and K Means
Clustering was used to process the data.
Several historical sales data from December 2022 to May 2023 were
collected for this resear ch, if added up, there were 51948 total transactions that
took place. After obtaining the data, it went through a preprocessing stage and
resulted in 7947 data points. The data is then analyzed using the K Means
Clustering method.
The clustering process generates four outputs using different methods and
numbers of clusters. The first output uses the K Means++ initialization method with
three clusters, the second one uses the Forgy Initialization method with three
clusters, and the third and fourth ones us e the K Means++ and Forgy Initialization
methods, respectively, with two clusters each. The best outcome among the four
generated outputs is achieved by using the K Means++ initialization method with
two clusters, obtaining a silhouette score closest to 1 (
date: 2023-08-21
date_type: published
pages: 76
institution: UIN SUNAN KALIJAGA YOGYAKARTA
department: FAKULTAS SAINS DAN TEKNOLOGI
thesis_type: skripsi
thesis_name: other
citation:   Mohammad Ikhwanud Dawam, NIM.: 19106050050  (2023) ANALISIS DATA PENJUALAN PADA TOKO BUKU SOCIAL AGENCY BARU AMBARUKMO MENGGUNAKAN METODE K MEANS CLUSTERING.  Skripsi thesis, UIN SUNAN KALIJAGA YOGYAKARTA.   
document_url: https://digilib.uin-suka.ac.id/id/eprint/61557/1/19106050050_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf
document_url: https://digilib.uin-suka.ac.id/id/eprint/61557/2/19106050050_BAB-II_sampai_SEBELUM-BAB-TERAKHIR.pdf