JOURNAL ARTICLE

Penerapan Metode Naive Bayes pada Sistem Klasifikasi Kualitas Biji Kopi Robusta

Muhammad Irsyad Indra FataDonny Avianto

Year: 2024 Journal:   Jurnal Indonesia Manajemen Informatika dan Komunikasi Vol: 5 (1)Pages: 512-524

Abstract

In Indonesia, coffee has become a necessity for some people because the effects can increase stamina and mood so that it can make a person's activities more productive, therefore quality coffee beans are needed so that coffee drinks can produce maximum effects and can be enjoyed by the public This is the basis for researchers to conduct research on the classification of superior quality coffee beans with accurate accuracy. Researchers use the naïve Bayes classifier method because this algorithm is considered more effective in cases of object classification compared to classification carried out manually. Researchers used 220 primary data with parameter configurations, namely, test size 0.2, random state 15, and Gausian model. The accuracy results obtained after testing were 0.91 for training data and 0.86 for testing data. It was concluded that the Naive Bayes method proved to be quite effective for classifying the coffee beans studied

Keywords:
Naive Bayes classifier Bayes' theorem Mathematics Statistics Machine learning Computer science Artificial intelligence Support vector machine Bayesian probability

Metrics

1
Cited By
1.53
FWCI (Field Weighted Citation Impact)
14
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Data Mining and Machine Learning Applications
Physical Sciences →  Computer Science →  Information Systems
Multimedia Learning Systems
Physical Sciences →  Computer Science →  Information Systems
Information Retrieval and Data Mining
Physical Sciences →  Computer Science →  Information Systems

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