Analisa Perancangan Sistem Informasi Dengan Fitur Rekomendasi Menggunakan Algoritma Apriori

Ahmad Fathurrozi; Hariyanto; R Wisnu  Prio Pamungkas; Prio  Kustanto; Achmad  Noeman; Dwipa  Handayani

doi:10.33050/tmj.v8i2.2003

Authors

Ahmad Fathurrozi Universitas Bhayangkara Jakarta Raya
Hariyanto Universitas Bhayangkara Jakarta Raya
R Wisnu Prio Pamungkas , Universitas Bhayangkara Jakarta Raya
Prio Kustanto , Universitas Bhayangkara Jakarta Raya
Achmad Noeman , Universitas Bhayangkara Jakarta Raya
Dwipa Handayani , Universitas Bhayangkara Jakarta Raya

DOI:

https://doi.org/10.33050/tmj.v8i2.2003

Abstract

This Ilham Green Shop has just started an online business by selling types of plants which are a growing business area now, but this Ilham Green Shop only has a few buyers, this is because the Ilham Green Shop has not been seen or heard among the public, so it is necessary a sales information system with a recommendation feature built using the PHP and MySQL programming languages and tested by the blackbox - testing method. Data collection techniques used are observation, interviews, and literature study. For processing sales transaction data using the Apriori Algorithm to get more accuracy in the process of processing data on the plant sales information system to find data on the best-selling plant products and see the buying pattern of a buyer by calculating the minimum support value and minimum confidence value to determine the association rules for a combination of itemset. . The results of the Apriori Algorithm calculation in this sales information system with sales transaction data from 03 December 2021 – 30 May 2022 obtained from Ilham Green Shop obtained the lift test value of 1.55 using the minimum support value = 10%, the minimum confidence value = 40% who form association rules with a confidence value of 93.55%. From these results it can be concluded, by processing plant product data with the Apriori Algorithm, it is able to provide good plant recommendations, so Ilham Green Shop can determine a strategy by multiplying the best-selling plant nurseries to get a lot of profit and recommending them to attract buyers' interest.

References

I. G. A. S. Wirananda, “SISTEM INFORMASI MANAJEMEN DAN AKUNTANSI BARANG MILIK NEGARA PADA DINAS PERINDUSTRIAN DAN PERDAGANGAN DAERAH PROVINSI SULAWESI UTARA,” Jurnal Ipteks Akuntansi Bagi Masyarakat, vol. 4, no. 2, pp. 39–43, 2020.

W. Indriawan, A. I. Gufroni, and R. Rianto, “Sistem Rekomendasi Penjualan Produk Pertanian Menggunakan Metode Item Based Collaborative Filtering,” Jurnal Siliwangi Seri Sains dan Teknologi, vol. 6, no. 2, 2020.

Y. Prasetyo, “Implementasi Layanan Payment Gateway Pada Sistem Informasi Transaksi Pembayaran.” University of Technology Yogyakarta, 2020.

T. Sanubari, C. Prianto, and N. Riza, Odol (one desa one product unggulan online) penerapan metode Naive Bayes pada pengembangan aplikasi e-commerce menggunakan Codeigniter, vol. 1. Kreatif, 2020.

I. G. A. S. Wirananda, “SISTEM INFORMASI MANAJEMEN DAN AKUNTANSI BARANG MILIK NEGARA PADA DINAS PERINDUSTRIAN DAN PERDAGANGAN DAERAH PROVINSI SULAWESI UTARA,” Jurnal Ipteks Akuntansi Bagi Masyarakat, vol. 4, no. 2, pp. 39–43, 2020.

D. Pangestu and M. S. Sumbawati, “Pengembangan Modul Pembelajaran Berbasis Online Moodlecloud Berbantu Cisco Packet Tracer Untuk Meningkatkan Critical Thinking Siswa Kelas Xi Mata Pelajaran Teknologi Layanan Jaringan,” IT-Edu: Jurnal Information Technology and Education, vol. 5, no. 01, pp. 96–104, 2020.

L. Munaroh, Y. Amrozi, and R. A. Nurdian, “Pengukuran Risiko Keamanan Aset TI Menggunakan Metode FMEA dan Standar ISO/IEC 27001: 2013,” Technomedia Journal, vol. 5, no. 2 Februari, pp. 167–181, 2021.

A. Rachmawati, “International Transactions on Education Technology (ITEE) Analysis of Machine Learning Systems for Cyber Physical Systems,” Cyber Physical Systems. International Transactions on Education Technology (ITEE), vol. 1, no. 1, pp. 1–9, 2021.

I. Hista Saputra, T. Mariyanti, and M. R. Athallah, “Strategy For Development of Pharmaceutical Salt Business in Improving The Welfare of The Salt Farmers from Islamic Perspective,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 1, pp. 43–55, Jun. 2022, doi: 10.34306/ajri.v4i1.750.

A. Singh Bist, “The Importance of Building a Digital Business Startup in College,” Startupreneur Bisnis Digital (SABDA, vol. 2, no. 1, 2023, doi: 10.34306/sabda.

Haryanto, L. I. Azka, and R. Firdaus, “Blockchain Technology based Smart Contract Model in Indonesia,” Blockchain Frontier Technology, vol. 2, no. 2, pp. 59–63, Nov. 2022, doi: 10.34306/bfront.v2i2.211.

U. Rahardja, “Camera Trap Approaches Using Artificial Intelligence and Citizen Science,” International Transactions on Artificial Intelligence (ITALIC), vol. 1, no. 1, pp. 71–83, 2022, doi: 10.34306.

D. S. Wuisan and T. Handra, “Maximizing Online Marketing Strategy with Digital Advertising,” Startupreneur Bisnis Digital (SABDA, vol. 2, no. 1, 2023, doi: 10.34306/sabda.v2i1.275.

U. Rahardja, “Penerapan Teknologi Blockchain Dalam Pendidikan Kooperatif Berbasis E-Portfolio,” Technomedia Journal, vol. 7, no. 3, pp. 354–363, Dec. 2022, doi: 10.33050/tmj.v7i3.1957.

T. Widiastuti, K. Karsa, and C. Juliane, “Evaluasi Tingkat Kepuasan Mahasiswa Terhadap Pelayanan Akademik Menggunakan Metode Klasifikasi Algoritma C4.5,” Technomedia Journal, vol. 7, no. 3, pp. 364–380, Dec. 2022, doi: 10.33050/tmj.v7i3.1932.

A. Singh Bist, V. Agarwal, Q. Aini, and N. Khofifah, “Managing Digital Transformation in Marketing: ‘Fusion of Traditional Marketing and Digital Marketing,’” International Transactions on Artificial Intelligence (ITALIC), vol. 1, no. 1, pp. 18–27, 2022, doi: 10.34306.

U. Rahardja, “The Economic Impact of Cryptocurrencies in Indonesia,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 2, pp. 194–200, Jan. 2023, doi: 10.34306/ajri.v4i2.869.

R. D. Affandi, H. Pratiwi, Azahari, and M. Ibnu Sa’ad, “Application of the SMARTER Method in Determining the Whitening of Study Permits and Teacher Study Tasks,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 2, pp. 315–325, Feb. 2023, doi: 10.34306/att.v5i2.311.

T. Widiastuti, K. Karsa, and C. Juliane, “Evaluasi Tingkat Kepuasan Mahasiswa Terhadap Pelayanan Akademik Menggunakan Metode Klasifikasi Algoritma C4.5,” Technomedia Journal, vol. 7, no. 3, pp. 364–380, Dec. 2022, doi: 10.33050/tmj.v7i3.1932.

I. Handayani and R. Agustina, “Starting a digital business: Being a millennial entrepreneur innovating,” Startupreneur Bisnis Digital (SABDA Journal), vol. 1, no. 2, pp. 126–133, 2022.

U. Rahardja, “Social Media Analysis as a Marketing Strategy in Online Marketing Business,” Startupreneur Bisnis Digital (SABDA Journal), vol. 1, no. 2, pp. 176–182, 2022.

L. A. Rachman and H. Hasbullah, “Rancang Bangun Fearless (Fire Supression and Smart Alert System) pada Kebocoran Gas,” Technomedia Journal, vol. 7, no. 2, pp. 262–279, 2022.

A. A. Nugraha and U. Budiyanto, “Adaptive E-Learning System Berbasis Vark Learning Style dengan Klasifikasi Materi Pembelajaran Menggunakan K-NN (K-Nearest Neighbor),” Technomedia Journal, vol. 7, no. 2, pp. 248–261, 2022.

M. R. Anwar, M. Yusup, S. Millah, and S. Purnama, “The Role of Business Incubators in Developing Local Digital Startups in Indonesia,” Startupreneur Bisnis Digital, vol. 1, no. 1 April, pp. 1–10, 2022.

Z. Kedah, “Inovasi Penerapan Teknik Gamifikasi Terhadap Pembelajaran Kampus Merdeka,” Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi, vol. 1, no. 2, pp. 133–143, Jan. 2023, doi: 10.34306/mentari.v1i2.259.

N. Y. Priambodo and J. S. Suroso, “Perencanaan Strategis Sistem Informasi dan Teknologi Informasi pada STIE Pertiba Pangkalpinang,” Technomedia Journal, vol. 7, no. 3, pp. 323–339, Dec. 2022, doi: 10.33050/tmj.v7i3.1909.

N. Lutfiani, P. A. Sunarya, S. Millah, and S. Aulia Anjani, “Penerapan Gamifikasi Blockchain dalam Pendidikan iLearning,” Technomedia Journal, vol. 7, no. 3, pp. 399–407, Dec. 2022, doi: 10.33050/tmj.v7i3.1958.

S. Arif Putra, “Virtual Reality’s Impacts on Learning Results in 5.0 Education : a Meta-Analysis,” International Transactions on Education Technology (ITEE), vol. 1, no. 1, pp. 10–18, 2022.

Y. Dwie Nurcahyanie and A. Cahyono, “Identification and Evaluation of Logistics Operational Risk Using the Fmea Method at PT. XZY,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 1Sp, pp. 1–10, Feb. 2023, doi: 10.34306/att.v5i1Sp.306.

M. Miran and O. Sumampouw, “Superior College Applied Research Competence of SPI Members in the Context of Improving the Quality of Supervisory Performance at Manado State University,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 1, pp. 73–86, Jan. 2023, doi: 10.34306/att.v5i1.293.