Jurnal Armada Informatika
Vol 10 No 1 (2026): Juni

Laptop Purchasing Patterns Using the FP-Growth Algorithm at Harapan.Com Store Kutacane, Southeast Aceh

Syahrijal Alas Pagan (Universitas Nurul Hasanah Kutacane)
Derani Alfira (Universitas Nurul Hasanah Kutacane)
Cut Fitri Ani (Universitas Nurul Hasanah Kutacane)
Izzati Hanisa (Universitas Nurul Hasanah Kutacane)
Sinar Pika (Universitas Nurul Hasanah Kutacane)



Article Info

Publish Date
27 Jun 2026

Abstract

Sales records can be transformed into purchasing patterns that support product bundling, inventory planning, and contextual accessory recommendations. This study applies FP-Growth to discover frequent itemsets and association rules for the laptop-sales context of Harapan.Com in Southeast Aceh. Because actual transaction history was not supplied, the analysis uses 100 deterministic simulated transactions comprising four laptop brands and seven complementary products. The process includes item normalization, frequency counting, FP-Tree construction, conditional pattern bases, frequent-itemset mining, and rule generation. Minimum support is set at 15%, confidence at 60%, and lift above 1. The simulation yields 38 frequent itemsets and 30 qualifying rules. Notable patterns include Cooling Pad to Headset with 18% support, 78.26% confidence, and 2.90 lift, and Extended Warranty to Office License with 23% support, 85.19% confidence, and 2.13 lift. These patterns suggest gaming, productivity, and accessory-recommendation bundles. The study contributes a transparent and reproducible workflow while explicitly separating simulated results from real transaction evidence.

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Journal Info

Abbrev

jai

Publisher

Subject

Computer Science & IT Control & Systems Engineering

Description

Jurnal Armada Informatika, an Indonesian national journal, publishes high quality research papers in the broad field of Informatics and Computer Science, which encompasses software engineering, information system development, computer systems, computer network, algorithms and computation, and social ...