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Journal : INFORMAL: Informatics Journal

Aplikasi Data Mining Asosiasi Barang Menggunakan Algoritma Apriori-TID I Made Dwi Putra Asana; I Gede Iwan Sudipa; A.A. Tri Wulandari Mayun; Ni Putu Suci Meinarni; Devi Valentino Waas
INFORMAL: Informatics Journal Vol 7 No 1 (2022): Informatics Journal (INFORMAL)
Publisher : Faculty of Computer Science, University of Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19184/isj.v7i1.30901

Abstract

Information about consumer spending patterns is needed by retail companies in determining promotion strategies, placing merchandise on shelves, and inventory management. Most applications in retail companies only produce information from the company side. Applications owned by the company have not been able to generate transaction activity information from the customer side. The transaction activity information from the customer side is knowing consumer spending patterns in terms of buying goods. This information can overcome problems that are often faced by companies, namely customer complaints when there is a vacancy in inventory of pairs of goods that are often purchased by customers. This article describes the application of association data mining with the Apriori TID algorithm. Apriori-TID is a development of the Apriori algorithm. Apriori-TID plays a role in finding frequent itemsets based on minimum support. The application can generate goods association rules based on the minimum support and confidence values entered by the user. The association data mining application features dataset import, dataset analysis, and print analysis result reports. The association rules generated by the application are evaluated using the lift ratio method. The number of transactions, minimum support, and minimum confidence affect the number of rules generated by the application.
Co-Authors A.A. Tri Wulandari Mayun Ariana , Anak Agung Gde Bagus Astari, Gusti Ayu Shinta Dwi Atmaja, Ketut Jaya Devi Valentino Waas Dewa Made Wiharta Dewi, Ni Putu Wahyuni Dewi, Ni Wayan Jeri Kusuma Dirgayusari, Ayu Manik Gede Aldhi Pradana Gunawan, I Komang Agus Bryan I Gede Iwan Sudipa I Komang Arya Ganda Wiguna I Made Angga Wijaya I Made Deni Kurniadi I Made Oka Widyantara I Putu Anjas Sanjaya I Putu Susila Handika I Putu Yoga Indrawan I Wayan Krishna Sangging Wiguna Ida Bagus Putu Adnyana Ida Bagus Putu Adnyana Indrawan , I Gusti Agung Kadek Ari Prayoga Putra Krismentari, Ni Kadek Bumi Libraeni, Luh Gede Bevi Linawati Linawati Meinarni, Ni Putu Suci Melyawati, Ni Luh Putu N.M.A.E.D Wirastuti NI LUH KARTIKA DEWI Ni Luh Wiwik Sri Rahayu Ginantra Ni Made Ary Esta Dewi Wirastuti Ni Putu Della Tirta Yanti Ni Putu Dita Ariani Sukma Dewi Ni Putu Suci Meinarni NI PUTU SUCI MEINARNI Ni Putu Widantari Suandana Ni Wayan Suardiati Putri Nirwana, Ni Kade Ayu Nirwana, Ni Kadek Ayu Oka, I Dewa Gede Ari Pande, Ni Kadek Nita Noviani Putra, I Putu Satria Udyana Putra, Putu Satria Udyana Putu Gede Surya Cipta Nugraha Putu Praba Santika Putu Wirayudi Aditama Radhitya, Made Leo Rini Komalasari Sandhiyasa, I Made Subrata Santi Ika Murpratiwi Savitri, Ni Putu Diah Pradnya Semadi, Ketut Ngurah Sugihya Artha Dwipayani Sugihya Artha Dwipayani Sutriasih, Ni Kadek Udayanie, Ayu Gde Chrisna Wahyudi, I Putu Alfin Teguh Wawan, I Kadek Wayan Gede Suka Parwita Wiguna, I Komang Arya Ganda Wijaya, Bagus Kusuma Wikananda, I Gusti Ngurah Satya