Apriori Algorithm to Predict Availability of Beauty Products
DOI:
10.47709/cnahpc.v6i3.4259Keywords:
Data Mining, Apriori Algorithm, Beauty Products, Inventory Management, Consumer BehaviorDimension Badge Record
Abstract
This study introduces the Apriori algorithm in beauty product availability prediction system as a solution to enhance stock prediction accuracy and mitigate inventory risks in the beauty industry. By applying data mining technology, specifically the Apriori algorithm, Kazana Kosmetik aims to gain insights into consumer purchasing patterns to optimize operations. The research analyzes transaction data to identify key buying patterns and improve stock management strategies. The results reveal seven main purchasing patterns with an average confidence value of 0.414, offering valuable guidance for Kazana Kosmetik in inventory control and marketing tactics. By leveraging data mining techniques, companies like Kazana Kosmetik can streamline sales strategies and enhance customer satisfaction. This research underscores the effectiveness of the Apriori algorithm in predicting beauty product availability and its potential to revolutionize operational efficiency in the cosmetics market.
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References
Ardilla, Y., Manuhutu, A., Ahmad, N., Hasbi, I., Manuhutu, M. A., Ridwan, M., & Wardhani, A. K. (2021). DATA MINING DAN APLIKASINYA. Penerbit Widina. https://books.google.co.id/books?id=53FXEAAAQBAJ
Butar, A. M. B. (2022). Penerapan Algoritma Apriori Pada Pengolahan Data Mining Untuk Mengetahui Pola Pembelian Konsumen Pd. Lucky Metal Part. repositori.buddhidharma.ac.id. http://repositori.buddhidharma.ac.id/id/eprint/1484
Dari, W. (2022). Analisis Metode Apriori Untuk Memprediksi Persediaan Barang Pada Warung. INSOLOGI: Jurnal Sains Dan Teknologi, 1(4), 438–447. https://doi.org/10.55123/insologi.v1i4.807
Fitri Marisa, S. K. M. P., Anastasia Lidya Maukar, S. T. M. S. M. M. T., & Dr. Tubagus Mohammad Akhriza, S. S. M. M. S. I. (2021). Data Mining Konsep Dan Penerapannya. Deepublish. https://books.google.co.id/books?id=BtlVEAAAQBAJ
Harahap, F., Saragih, N. E., & ... (2022). Implementasi Data Mining dalam Memprediksi Stok Herbal menggunakan Algoritma Apriori. JURNAL MEDIA …. http://ejurnal.stmik-budidarma.ac.id/index.php/mib/article/view/3937
Jollyta, D., Siddik, M., Mawengkang, H., & Efendi, S. (2021). Teknik Evaluasi Cluster Solusi Menggunakan Python Dan Rapidminer. Deepublish. https://books.google.co.id/books?id=3rcgEAAAQBAJ
Kusrianto, A. (2019). Menguasai Formula dan Fungsi Excel 2007-2019. Elex Media Komputindo. https://books.google.co.id/books?id=0tKdDwAAQBAJ
Megawati, M. (2022). Penerapan Data Mining Dalam Analisis Aturan Association Rule Berdasarkan Data Transaksi Penjualan Menggunakan Metode Apriori dan Fp-Growth Pada Anugrah …. repository.unilak.ac.id. https://repository.unilak.ac.id/id/eprint/2887
Pratiwi, D., & Wibowo, J. S. (2023). Implementasi Algoritme Apriori Pada Sistem Persediaan Obat Apotik Puskesmas. … Teknik Informatika Dan Sistem …. http://ojs.stmik-banjarbaru.ac.id/index.php/jutisi/article/view/1106
Putra, R. F., Zebua, R. S. Y., Budiman, B., Rahayu, P. W., Bangsa, M. T. A., Zulfadhilah, M., Choirina, P., Wahyudi, F., Andiyan, A., & Efitra, E. (2023). DATA MINING?: Algoritma dan Penerapannya. PT. Sonpedia Publishing Indonesia. https://books.google.co.id/books?id=zLHGEAAAQBAJ
Rahmatullah, S., Mintoro, S., & Permatasari, K. (2022). PENERAPAN METODE ALGORITMA APRIORI DALAM MEMPREDIKSI PENJUALAN SPAREPART MOTOR (PT. LAUTAN TEDUH INTERNIAGA DEALER YAMAHA KOTABUMI). Jurnal Informasi Dan Komputer, 10(2).
Sa’adah, U., Rochayani, M. Y., Lestari, D. W., & Lusia, D. A. (2021). Kupas Tuntas Algoritma Data Mining dan Implementasinya Menggunakan R. Universitas Brawijaya Press. https://books.google.co.id/books?id=SI1TEAAAQBAJ
Salmon, S., Azahari, A., & Yusnita, A. (2022). Prediksi Persediaan Bahan Baku Makanan Menerapkan Algoritma Apriori Data Mining. Building of Informatics …. http://ejurnal.seminar-id.com/index.php/bits/article/view/2563
Setiawan, Z., Fajar, M., Priyatno, A. M., Putri, A. Y. P., Aryuni, M., Yuliyanti, S., Widiputra, H., Meilani, B. D., Ibrahim, R. N., & Azdy, R. A. (2023). BUKU AJAR DATA MINING. PT. Sonpedia Publishing Indonesia. https://books.google.co.id/books?id=1nLVEAAAQBAJ
Sulasmoro, A. H. (2022). Buku ajar algoritma dan pemrograman I. Penerbit P4I. https://books.google.co.id/books?id=gUNjEAAAQBAJ
Ulkhairi, M. (2020). Implementasi Data Mining Penjualan Kosmetik Dengan Algoritma Apriori. repository.upbatam.ac.id. http://repository.upbatam.ac.id/id/eprint/82
Urva, G., Albanna, I., Sungkar, M. S., Gunawan, I. M. A. O., Adhicandra, I., Ramadhan, S., Rahardian, R. L., & Handayanto, R. T. (2023). PENERAPAN DATA MINING DI BERBAGAI BIDANG?: Konsep, Metode, dan Studi Kasus. PT. Sonpedia Publishing Indonesia. https://books.google.co.id/books?id=uq6-EAAAQBAJ
Wibowo, H. S. (2023). Tutorial Excel?: Panduan Lengkap untuk Pemula. Tiram Media. https://books.google.co.id/books?id=2IS2EAAAQBAJ
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