使用 Naïve Bayes 算法对 Halona 美容护理在线商店评论进行情感分析以改进服务

Mutia Mustika Rani, F. Candra
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引用次数: 0

摘要

- 科技的飞速发展对人类生活产生了巨大影响,电子商务领域也不例外。电子商务为用户提供了交易商品和服务的机会,只要用户能上网,就不受距离和时间的限制。然而,由于网络欺诈的兴起,客户在网上购买产品时犹豫不决的情况并不少见。这证明,在电子商务中,客户信任对产品购买意向有着重要影响。顾客的评论作为查找信息的基准参考,将对潜在顾客产生很大影响。本研究旨在使用奈何贝叶斯分类器(NBC)算法对Shopee中Halona Beauty Care网店的顾客评论进行分类和分析。使用 NBC 进行分析的结果显示,准确率为 93%。正面情感的结果可作为维持服务质量的参考,而负面情感的结果则可作为改进服务的评估材料。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analisis Sentimen Ulasan Toko Online Halona Beauty Care Untuk Peningkatan Layanan Menggunakan Algoritma Naïve Bayes
– The rapid development of technology has had a tremendous impact on human life, including in the field of e-commerce. E-commerce provides users with the opportunity to transact goods and services without distance and time limitations, as long as users have internet access. However, due to the rise of online fraud, it is not uncommon for customers to hesitate to buy products online. This proves that customer trust has a significant effect on the intention to buy products in e-commerce. Reviews from customers will be very influential to prospective customers as a benchmark reference for finding information. This study aims to classify and analyze customer reviews of Halona Beauty Care online stores in Shopee using the Naive Bayes Classifier (NBC) algorithm. The results of the analysis using NBC showed an accuracy of 93%. The results of positive sentiment can be used as a reference for maintaining service quality, while the results of negative sentiment are used as evaluation material for service improvement.
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