KLASIFIKASI STATUS KESEHATAN JANIN PADA DATA KARDIOTOKOGRAFI MENGGUNAKAN METODE FUZZY NAIVE BAYES BERDASARKAN K-FOLD CROSS VALIDATION

PUTRI, ANDINI HASYA and Kresnawati, Endang Sri and Zayanti, Des Alwine (2023) KLASIFIKASI STATUS KESEHATAN JANIN PADA DATA KARDIOTOKOGRAFI MENGGUNAKAN METODE FUZZY NAIVE BAYES BERDASARKAN K-FOLD CROSS VALIDATION. Undergraduate thesis, Sriwijaya University.

	Text RAMA_44201_08011381924098.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (1MB) | Request a copy
	Text RAMA_44201_08011381924098_TURNITIN.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (5MB) | Request a copy
	Text RAMA_44201_08011381924098_0008027701_0004127001_01_front_ref.pdf - Accepted Version Available under License Creative Commons Public Domain Dedication. Download (616kB)
	Text RAMA_44201_08011381924098_0008027701_0004127001_02.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (383kB) | Request a copy
	Text RAMA_44201_08011381924098_0008027701_0004127001_03.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (97kB) | Request a copy
	Text RAMA_44201_08011381924098_0008027701_0004127001_04.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (769kB) | Request a copy
	Text RAMA_44201_08011381924098_0008027701_0004127001_05.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (158kB) | Request a copy
	Text RAMA_44201_08011381924098_0008027701_0004127001_06_ref.pdf - Bibliography Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (173kB) | Request a copy
	Text RAMA_44201_08011381924098_0008027701_0004127001_07_lamp.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (660kB) | Request a copy

Abstract

During pregnancy, a mother must always pay attention to her health, because an unhealthy fetus can threaten the health of pregnant women. It is important to monitor the health condition of the fetus in order to detect any abnormal symptoms in the fetus. Cardiotocography (CTG) is a tool that serves to monitor fetal activity such as fetal heart rate (FHR), uterine contractions (UC), and several things that are needed when the fetus is in the womb. This study aims to classify fetal health status on cardiotography data using the Fuzzy Naive Bayes method based on K-Fold Cross Validation. The data used is secondary data obtained from kanggle.com with a total of 2126 data consisting of 1655 normal cases, 295 suspect cases, and 176 pathologic cases with 21 predictor variables and 1 target variable. The classification uses K-Fold Cross Validation as much as 10 folds so that the average percentage accuracy value is 88.02%, precision on macro data is 72.73%, recall on macro data is 71.01% and precision and recall on micro data produce the same value of 82.03%. Keywords: Fetal Health Status, Fuzzy Naive Bayes, K-Fold Cross Validation

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	Status Kesehatan Janin, Fuzzy Naive Bayes, K-Fold Cross Validation
Subjects:	Q Science > QA Mathematics > QA273-280 Probabilities. Mathematical statistics Q Science > QA Mathematics > QA1-939 Mathematics > QA9.64.A56 Computer science. Fuzzy mathematics.
Divisions:	08-Faculty of Mathematics and Natural Science > 44201-Mathematics (S1)
Depositing User:	Andini Hasya Putri
Date Deposited:	11 Apr 2023 03:37
Last Modified:	11 Apr 2023 03:37
URI:	http://repository.unsri.ac.id/id/eprint/94978

Actions (login required)

View Item