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Journal : Progresif: Jurnal Ilmiah Komputer

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Penggunaan Algoritme FP-Growth Untuk Mengetahui Pola Pembelian di Toko Kelontong Dhani, Iqbal; Astuti, Yani Parti; Winarsih, Nurul Anisa Sri; Kartikadarma, Etika
Progresif: Jurnal Ilmiah Komputer Vol 19, No 2: Agustus 2023
Publisher : STMIK Banjarbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35889/progresif.v19i2.1343

Abstract

Ci”n”Ci store is a grocery store that aims to provide essential supplies for the residents around Pucung village. However, the issue of mismatched stock has resulted in suboptimal sales and profits. FP-Growth algorithm is on of the algorithms that can help address the mentioned problem, with the cashier system and digital data storage that has been implemented, research become possible and can be conducted effectively. The obtained results is a set of purchasing rules with metrics, minimum support 4%, minimum confidence 60%, and lift ratio as a measure of the strength and benefit of the rules. Using 1514 historical transaction data in October 2022, a total of 22 rules were generated that include the most purchased by customers. These rules can be reference or consideration for stocking.Keywords: Grocery Store; Frequent Pattern Growth; Market Basket Analysis AbstrakToko Ci”n”Ci merupakan toko kelontong yang hadir untuk menyediakan kebutuhan pokok bagi warga sekitar desa Pucung, namun masalah kebutuhan stok yang tidak sesuai berdampak pada tidak optimumnya penjualan dan keuntungan. Algoritme FP-Growth merupakan salah satu algoritme yang dapat membantu menjawab masalah tersebut, dengan adanya sistem kasir dan penyimpanan data digital yang telah diterapkan memungkinkan penelitian dapat dilakukan. Hasil yang didapat merupakan aturan pembelian barang dengan nilai acuan, minimum support 4%, minimum confidence 60% dan lift ratio sebagai penguji kekuatan dan manfaat aturan, dengan penggunaan data riwayat transaksi sebanyak 1514 transaksi pada bulan Oktober 2022 didapat hasil sebanyak 22 aturan yang memuat barang yang paling dibeli atau dibutuhkan pelanggan yang dapat menjadi bahan acuan atau pertimbangan dalam persediaan barang.Kata kunci: Toko Kelontong; Frequent Pattern Growth; Market Basket Analysis
Co-Authors Aditya Wahyu Ramadhan Affandy Affandy Afida, Dita Ahmad Zainul Fanani Ajib Susanto Akbar Dwi Syahputra Alvin Jaya Hulu, Alvin Angga Apriano Hermawan Ashari Juang, Ashari Astuti, Yani Parti Azhara Devi Sandi Christy Atika Sari De Rosal Ignatius Moses Setiadi Desi Purwanti Dhani, Iqbal Dianna Yanuaresta Dico Tri Rosandi Doheir, Mohamed Dwi Puji Prabowo Edy Mulyanto Egia Rosi Subhiyakto Egia Rosi Subhiyakto Egia Rosi Subhiyakto, Egia Rosi Ekaprana Wijaya Endri Mujiono Erika Devi Udayanti Erlin Dolphina Fahmi Amiq Fahri Firdausillah Farikh Al Zami Fauzi Adi Rafrastara Filmada Ocky Saputra Gomiasti, Fita Sheila Habib Mustofa Hafidhoh, Nisa'ul Hafidhoh, Nisa’ul Hafidhoh, Nisa’ul Heribertus Himawan Ifan Rizqa Ifan Rizqa Ifan Rizqa Ifan Rizqa Ifan Rizqa Ifan Rizqa Ihwati Ummi Iskandar, Marcelino Johary, Lakui Jutono Gondohanindijo, Jutono Kumoro, Imanuel Dimas Cahyo Kurniawan, Defri Kusni Ingsih L. Budi Handoko Lakui Johary Marcelino Iskandar Meilani Dwi Permatasari Muhamad Ni'am Syukri Roni Asmi Muhammad Hafidz Muljono, - Najma Fatimah, Nandhita Nathaniel Alexander Nila Tristiarini, Nila Nisa'ul Hafidhoh Nova Rijati Pujiono Pujiono Purwanto Purwanto Rahma, Khalida Nur Raihan Yusuf Ricardus Anggi Pramunendar Rino Agung Rohman, Muhammad Syaifur Safa Firdaus, Muhammad Argya Sakti, Maulana Bima Saputra, Filmada Ocky Saraswati, Galuh Wilujeng Sari Ayu Wulandari Sari Wijayanti Sari Wijayanti Sari Wijayanti Setyawati, Vilda A. V. Sindhu Rakasiwi Sudibyo, Usman Sugiyanto - Susanto, Devva Ricovani T. Sutojo Tri Listyorini Trisnapradika, Gustina Alfa Usman Sudibyo Utomo, Danang Wahyu Wardatunizza, Indah Warto - Wibowo, Alrico Rizki Widayat Yutriatmansyah, Widi Widi Widayat Yutriatmansyah Wikan Isthika, Wikan Winarsih, Nurul Anisa Sri Yani Parti Astuti Yani Parti Astuti Yunita Kemala Sari Yutriatmansyah, Widi Widayat Yutriatmansyah, Widi Widayat Zaenal Arofi, Muhammad Labib