Implementation Of Apriori Data Mining Algorithm To Increase Sales Of Caringin Shop

Authors

  • Supriadi Supriadi Universitas Muhammadiyah Bengkulu
  • Gunawan Gunawan Universitas Muhammadiyah Bengkulu
  • RG. Guntur Alam Universitas Muhammadiyah Bengkulu
  • Dedy Abdullah Universitas Muhammadiyah Bengkulu

DOI:

https://doi.org/10.53697/jkomitek.v4i1.1799

Keywords:

Apriori, Python, Web, Sales

Abstract

The caringin shop is a shop that sells daily household and kitchen needs. Caringin shop sales tend to stagnate because in the last few months there has been no significant increase in turnover and tight business competition where the large number of similar shops has become a problem. This requires a precise and careful marketing strategy. This research implements an a priori algorithm as a marketing strategy. The data used was 146 transactions for 1 week. The analysis was carried out manually using Microsoft Excel and libraries in the Python programming language that supports apriori algorithms packaged in a simple web-based application. The analysis resulted in a conclusion that if a consumer buys sugar, then the tendency is to buy coffee with a confidence level of 65% supported by a support value of 10% of all transactions with a lift ratio of 3.9, if buying coffee, then the tendency is to buy sugar with a confidence level of 62% supported by a support value of 10% of all transactions with a lift ratio of 3.9, and if buying eggs, then the tendency is to buy instant noodles with a confidence level of 61% supported by a support value of 11% of all transactions with a lift ratio of 2.8.

References

Abdullah, D., Pardede, A. M. H., Cahayati, E., & ... (2019). Data Mining to Determine Correlation of Purchasing Cosmetics with A priori Method. Journal of Physics …. https://doi.org/10.1088/1742-6596/1361/1/012056

Adebayo, O. S., & Aziz, N. A. (2019). Improved malware detection model with apriori association rule and particle swarm optimization. Security and Communication …. https://doi.org/10.1155/2019/2850932

Aditya, R. P., Fahrullah, & Sari, N. W. W. (2023). Implementasi algoritma apriori untuk rekomendasi paket menu pada Cafe ABC berbasis website. Jurnal SimanteC, 11(2).

Amna, et al. (2023). Data mining. Tersedia pada: www.globaleksekutifteknologi.co.id

Br Sembiring, Y. A., & Sembiring, E. A. (2023). Penerapan algoritma apriori dalam penjualan produk. Jurnal Sains dan Teknologi Informasi, 2(3), 67–73. https://doi.org/10.47065/jussi.v2i3.4595

Ependi, S., & Akbar, M. (2021). Implementasi data mining pada penjualan produk dengan menggunakan algoritma apriori. Bina Darma Conference on Computer Science [Preprint].

Freddie, et al. (2021). Perancangan aplikasi web dengan menggunakan algoritma apriori pada data mining untuk mengetahui pola pembelian konsumen PT Cipta Tunggal Elektronik. Algor, 3(1), 71–82. https://doi.org/10.31253/algor.v3i1.640

Hertyana, H., et al. (2021). Implementasi algoritma apriori dalam meningkatkan strategi penjualan pada toko Miring. MEANS (Media Informasi Analisa dan Sistem), 6(2).

Jhang, K. M., Chang, M. C., Lo, T. Y., Lin, C. W., & ... (2019). Using the Apriori algorithm to classify the care needs of patients with different types of dementia. Patient Preference …. https://doi.org/10.2147/PPA.S223816

Kesuma Astuti, F., & Sri Agustina, D. (2022). Membangun website MTS Negeri 01 OKU Timur menggunakan PHP dan MySQL. Jik, 13(1), 7–14.

Kusak, L., Unel, F. B., Alptekin, A., Celik, M. O., & ... (2021). Apriori association rule and K-means clustering algorithms for interpretation of pre-event landslide areas and landslide inventory mapping. Open Geosciences. https://doi.org/10.1515/geo-2020-0299

Levi, M., Novianus, H., & Rostianingsih, S. (2020). Perbandingan performa tools web scraping pada website dengan data statis dan dinamis.

Li, Z., Li, X., Tang, R., & Zhang, L. (2021). Apriori algorithm for the data mining of global cyberspace security issues for human participatory based on association rules. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2020.582480

Nisa, L. S., Siska Fitriyanti, & Dewi Siska. (2021). Pengaruh keberadaan minimarket waralaba terhadap warung tradisional di Kalimantan Selatan. Jurnal Kebijakan Pembangunan, 16(2), 181–195. https://doi.org/10.47441/jkp.v16i2.191

Novriady, M. R., & Nasrudin. (2021). Dampak berkembangnya waralaba minimarket (Indomaret dan Alfamart) terhadap pendapatan pedagang kecil atau toko kelontong di Kecamatan Banjarmasin Utara Kota Banjarmasin.

Fisheries Research, 140(1), 6. https://doi.org/10.1016/j.fishres.2013.04.005

Nst, A. H., Munthe, I. R., & Juledi, A. P. (2021). Implementasi data mining algoritma apriori untuk meningkatkan penjualan. Jurnal Teknik Informatika Unika St. Thomas (JTIUST), 6(1).

Oweis, N. E., et al. (2016). A novel MapReduce lift association rule mining algorithm (MRLAR) for big data and maritime transport Cairo, Egypt. International Journal of Advanced Computer Science and Applications, 7(3), 151–157. www.ijacsa.thesai.org

Rahmi, A. N., & Mikola, Y. A. (2021). Implementasi algoritma apriori untuk menentukan pola pembelian pada customer (studi kasus: Toko Bakoel Sembako). Information System Journal, 4(1), 14–19. https://jurnal.amikom.ac.id/index.php/infos/article/view/561

Sadikin, M. (2024). Implementation of the Association Rule Mining Method in Finding Cellular Sim Card Sales Patterns Using the Apriori Algorithm. Informatic Technique Journal. https://upu-journal.potensi-utama.org/index.php/itjournal/article/view/176

Saefudin, S., & DN, S. (2019). Penerapan data mining dengan metode algoritma apriori untuk menentukan pola pembelian ikan. Jurnal Sistem Informasi (JSiI), 6(2), 36. https://doi.org/10.30656/jsii.v6i2.1587

Saputra, R., & Sibarani, A. J. P. (2020). Implementasi data mining menggunakan algoritma apriori untuk meningkatkan pola penjualan obat. Jurnal Teknik Informatika dan Sistem Informasi, 7(2), 2407–4322. http://jurnal.mdp.ac.id

Saxena, A., & Rajpoot, V. (2021). A comparative analysis of association rule mining algorithms. IOP Conference Series: Materials Science …. https://doi.org/10.1088/1757-899X/1099/1/012032

Setiani, D. I., Nasafi, F., Mauritsius, T., Kaburuan, E. R., & ... (2021). Data mining implementation with association method and apriori algorithm for store display design in home center indonesia. ICIC Express …. http://www.icicel.org/ell/contents/2021/11/el-15-11-11.pdf

Suardi, C. F., Y, H. S., & Sunardi. (2023). Implementasi algoritma apriori untuk analisis data transaksi penjualan pada toko berbasis desktop. Jurnal TEKNO KOMPAK, 17(1), 136–146.

Tarigan, P. M. S., et al. (2022). Implementasi data mining menggunakan algoritma apriori dalam menentukan persediaan barang (studi kasus: Toko Sinar Harahap). Jurnal Umj, 12, 51–61. https://doi.org/10.33379/gtech.v7i1.1938

Turukay, Y. Y. Y., et al. (2023). Implementasi algoritma apriori untuk meningkatkan pola penjualan barang (studi kasus: Toko DEPO TEGUH). G-Tech: Jurnal Teknologi Terapan, 7(2), 450–455. https://doi.org/10.33379/gtech.v7i2.2007

Verma, N., Malhotra, D., & Singh, J. (2020). Big data analytics for retail industry using MapReduce-Apriori framework. Journal of Management Analytics. https://doi.org/10.1080/23270012.2020.1728403

Xie, H. (2021). Research and case analysis of apriori algorithm based on mining frequent item-sets. Open Journal of Social Sciences. https://www.scirp.org/html/34-1764462_108829.htm

Zhao, Z., Jian, Z., Gaba, G. S., Alroobaea, R., & ... (2021). An improved association rule mining algorithm for large data. Journal of Intelligent …. https://doi.org/10.1515/jisys-2020-0121

Zhou, Y. (2020). Design and implementation of book recommendation management system based on improved Apriori algorithm. Intelligent Information Management. https://www.scirp.org/journal/paperinformation?paperid=99347

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Published

2024-08-08

How to Cite

Supriadi, S., Gunawan, G., Alam, R. G., & Abdullah, D. (2024). Implementation Of Apriori Data Mining Algorithm To Increase Sales Of Caringin Shop . Jurnal Komputer, Informasi Dan Teknologi, 4(1), 14. https://doi.org/10.53697/jkomitek.v4i1.1799

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