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All Journal Jurnal Vokasi Journal Of Artificial Intelligence And Software Engineering eProceeding of TIK Jurnal Polimesin
Khadafi, M
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Automotive Engineering Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Engineering Materials Science & Nanotechnology Mechanical Engineering Social Sciences

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Journal : Journal Of Artificial Intelligence And Software Engineering

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A Web-Based Laptop Purchase Recommendation Model Using Natural Language Processing (NLP) on Marketplace Reviews Syahdana, Irham; Hidayat, Rahmad; Khadafi, M
Journal of Artificial Intelligence and Software Engineering Vol 4, No 2 (2024)
Publisher : Politeknik Negeri Lhokseumawe

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30811/jaise.v4i2.6133

Abstract

This system will use the Natural Language Processing (NLP) method to analyze user reviews. In addition, the Naive Bayes classification algorithm will be used to provide recommendations based on the analysis. The methods used include collecting laptop user review data from the Shopee platform, Natural Language Processing (NLP) for text analysis, classification with the Naive Bayes algorithm, developing a recommendation system, and evaluating the system using relevant metrics. The results of the study show that this model achieves an accuracy of 0.86 with a precision of 0.93 for positive reviews and 0.69 for negative reviews. Of the total 42 reviews tested, the system provides a recall of 0.87 for positive reviews and 0.82 for negative reviews. The total reviews in the dataset consist of 96 positive reviews and 43 negative reviews. This study is expected to contribute to the development of review-based recommendation systems, so that users can make the right decisions.
Co-Authors Jihan, Raihan M. Dirhamsyah Mahdi Mahdi, Mahdi Mahlil, Mahlil Muhammad Davi Muhammad Reza Zulman Saputri, Nanda Syahdana, Irham Yuwaldi Away