A cardiotocographic classification using feature selection: a comparative study

SE Prasetyo, PH Prastyo, S Arti - JITCE (Journal of Information …, 2021 - jitce.fti.unand.ac.id
… The inspection records information about the fetal heart rate (FHR) and uterine contractions
(… conduct data analysis and classification. In this study, a comparative study of classification

Decision tree method using for fetal state classification from cardiotography data

MZ Arif, R Ahmed, UH Sadia, MSI Tultul… - Journal of Advanced …, 2020 - jaec.vn
… This classification is necessary to predict fetal heart rate situation which is belonging. In this
… is to analyze CTG data set based on fetal classification code by using decision tree method. …

Fetal health classification from cardiotocographic data using machine learning

A Mehbodniya, AJP Lazar, J Webber… - Expert …, 2022 - Wiley Online Library
CTG is responsible for measuring the fetal heart rate and the … The comparative study proved
the difference between the ID … The EFM system is used to find out fetal health inside the …

Comparison of machine learning algorithms to classify fetal health using cardiotocogram data

N Rahmayanti, H Pradani, M Pahlawan… - Procedia Computer …, 2022 - Elsevier
… FHR represents the number of fetal heart beats per minute (BPM). In the … fetal growth and
gestational age [15]. Meanwhile, this study will focus on classifying fetal health using CTG data

CTGNet: Automatic analysis of fetal heart rate from cardiotocograph using artificial intelligence

M Zhong, H Yi, F Lai, M Liu, R Zeng, X Kang… - Maternal-Fetal …, 2022 - journals.lww.com
… CTGNet model for FHR fragment classification and automatic baseline calculation was built;
(… For a reasonable comparison, we compared the median (95% confidence interval) value of …

Cardiotocography Data Analysis for Fetal Health Classification Using Machine Learning Models

Y Salini, SN Mohanty, JVN Ramesh, M Yang… - IEEE …, 2024 - ieeexplore.ieee.org
… Currently, obstetricians interpret CTG by analyzing features like fetal heart rate patterns, …
Tazin, MM Khan, AA Albraikan, and FA Almalki, ‘‘Comparative analysis of different efficient …

[PDF][PDF] Comparative Analysis of Ensemble Learning Methods for Enhancing Fetal Health Prediction Using Cardiotocography

M Chidambaram, J Joy - … Journal of Scientific Research in …, 2022 - researchgate.net
Cardiotocography (CTG) is one such technique that continuously records the fetal heart rate
… Initially, we used basic classification algorithms to find out the highest possible accuracy …

[PDF][PDF] Performance comparison of three classifiers for fetal health classification based on cardiotocographic data

V Khare, S Kumari - Acadlore Transactions on AI and Machine …, 2022 - library.acadlore.com
… In this paper, CTG data is used for fetal health monitoring. This dataset consist 2,126 …
Naseem, “Fetal heart rate classification and comparative analysis using cardiotocography data and …

Fetal Health Classification from Cardiotocograph for Both Stages of Labor—A Soft-Computing-Based Approach

S Das, H Mukherjee, K Roy, CK Saha - Diagnostics, 2023 - mdpi.com
Cardiotocograph (CTG) is the most commonly used external monitoring system that continuously
records the fetal heart rate … , which yielded results that are comparable to the clinical …

[Retracted] Comparative Analysis of Different Efficient Machine Learning Methods for Fetal Health Classification

MT Alam, MAI Khan, NN Dola, T Tazin… - Applied Bionics and …, 2022 - Wiley Online Library
… of fetal heart rate data was given in another studyCTG data to concentrate on the diagnosis
of prenatal hazards in this research. Thus, utilizing the CTG dataset, ML models may be used