在中小微企业交易数据中使用 FP-Growth 算法:对巴东地区小礼品的建议

Firman Noor Hasan, Riyan Ariyansah
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引用次数: 0

摘要

有了充足的交易数据,原来中小微企业也有类似的销售交易模式,如果就这样放任不管,那就太可惜了。此外,这些数据还可用于提高烹饪行业中小微企业的效率,其中之一就是作为小礼品的推荐。本研究使用了关联规则技术,而 fp-growth 则用于获得元素组合。目的是提高中小微企业向客户推荐小礼品的能力。实施了 fp-growth 算法计算,处理了源自中小微企业交易数据的 2043 个数据,指定的最小支持值为 15%,而确定的最小置信度值为 55%。试验结果得出了两条最佳规则,即 "如果客户购买了巴拉多三杰薯片的小礼品清单,那么客户就会购买詹克饼干 "和 "如果客户购买了詹克饼干,那么客户就会购买三杰巴拉多薯片"。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Utilization of the FP-Growth Algorithm on MSME Transaction Data:Recommendations for Small Gifts from The Padang Region
The existence of adequate transaction data turns out to have a similar sales transaction pattern for MSMEs, so it would be a shame if it were left like that. Moreover, this data can be used to increase efficiency in MSMEs in the culinary sector, one of which is as a recommendation for small gifts. The study uses the Association Rules technique, whereas fp-growth is used to obtain a combination of elements. The goal is to facilitate MSMEs' ability to suggest small gifts to clients. The fp-growth algorithm calculation was implemented to process 2043 data originating from transaction data in MSMEs, with the specified minimum support value being 15%, while the minimum confidence value determined was 55%. The results of the trial obtained the two best rules, namely, "If a customer buys a list of small gifts from Balado Sanjai Chips, then the customer will buy Jangek Crackers" and "If a customer buys Jangek Crackers, then the customer will buy Sanjai Balado Chips".
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