Jurnal Ilmiah SIGMA: Informatics Engineering Journal of UPB
Vol 15 No 2 (2024): September 2024

Klasifikasi Tingkat Stress Pada Manusia Dengan Menggunakan Algoritma Naive Bayes Pada Rapidminer

Andriano, Choky (Unknown)
Pratama, Alvian Saputra (Unknown)
Ramadan, Fadli (Unknown)
Amali, Amali (Unknown)



Article Info

Publish Date
26 Sep 2024

Abstract

Stress is a state of anxiety or mental tension caused by a difficult situation. There are different levels of stress, which indicate how severe and strong the impact is on the body and mind. By recognizing and understanding the level of stress we experience, we can be wiser in distinguishing the type of stress that we are experiencing. The study aims to determine whether classification techniques with the application of the Naïve Bayes algorithm can be used to predict stress levels in humans, as well as to obtain information about accuracy, precision, and recall obtained when conducting patient data testing using Naïva Bayes. The study uses classification and phase-stage techniques in data mining to classify patient data for human stress detection with Naïv Bayes' algorithm using the RapidMiner tool. Using the Naïve Bayes algorithm method for human stress level datasets has been proven to be very effective, producing an accuracy rate of 99.17%. Precision for pred. is low (96.77%, precision for pred . is normal (100.00%, and precision for pred. is high (100.00%. Recall for low 100.00%, recall for normal 97.98%, and recall for high 100.00%. The stress level is determined by humidity, step count, and temperature, thus producing the data.

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Journal Info

Abbrev

sigma

Publisher

Subject

Computer Science & IT Decision Sciences, Operations Research & Management

Description

Jurnal Ilmiah SIGMA: Informatics Engineering Journal of UPB merupakan jurnal ilmiah yang diterbitkan oleh Program Studi Teknik Informatika Universitas Pelita Bangsa (UPB) Cikarang dengan no p-ISSN 2407-3903 (Media Cetak). Jurnal Ilmiah SIGMA: Informatics Engineering Journal of UPB adalah sebagai ...