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All Journal International Journal Software Engineering and Computer Science (IJSECS)
Wijoyo, Sandy Gunarso
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Computer Science & IT

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Apriori Algorithm Analysis of Mattress Material Usage Data for Enhanced Production Optimization Suwaryo, Niko; Santoso, Santoso; Masgo, Masgo; Tugiman, Tugiman; Wijoyo, Sandy Gunarso; Nugraha, Nugraha
International Journal Software Engineering and Computer Science (IJSECS) Vol. 5 No. 2 (2025): AUGUST 2025
Publisher : Lembaga Komunitas Informasi Teknologi Aceh (KITA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijsecs.v5i2.4362

Abstract

Production is a value-adding process that transforms raw materials into finished products to meet manufacturing requirements. Association rule analysis serves as a methodological approach to identify relationships between items, particularly in transactional datasets. This analytical method has proven effective in processing exchange data patterns. Analysis of production material usage patterns revealed that when items A and B are utilized, there exists a 50% probability of concurrent item C usage - a significant pattern emerging from transactional data analysis. The study generated association rules for each operational process. Empirical testing through RapidMiner Studio yielded consistent results, demonstrating linear relationships proportional to the modeled scenarios, thereby validating the model's applicability as a decision-making reference. The evaluation of generated association rules through RapidMiner Studio revealed a Lift Ratio value of 1. These results indicate that combinations meeting or exceeding a Lift Ratio threshold of 1 demonstrate statistical validity and practical utility.
Co-Authors Masgo, Masgo Nugraha Nugraha SANTOSO SANTOSO Suwaryo, Niko Tugiman Tugiman