Unveil the Features Influencing Hypertension Adults in Malaysia using Machine Learning Models

QR Code

Unveil the Features Influencing Hypertension Adults in Malaysia using Machine Learning Models

Introduction: The number of people affected by hypertension is staggering, with an estimated one billion people living with the disease worldwide. It has been shown that machine learning (ML) models surpass clinical risk; nevertheless, there isn't much research using ML to predict hypertension...

Full description

Bibliographic Details
Published in:	Malaysian Journal of Medicine and Health Sciences
Main Author:	Sanaudi R.; Zakaria Z.A.; Khairulisam A.A.; Ibrahim N.; Ul-Saufie A.Z.
Format:	Article
Language:	English
Published:	Universiti Putra Malaysia Press 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85210954102&doi=10.47836%2fmjmhs.20.6.22&partnerID=40&md5=3bea8ed4453ac03c2fad10ffa1346623

Similar Items

Comparative analysis of machine learning techniques for so2 prediction modelling
by: Shaziayani W.N.; Noor N.M.; Azan S.; Ul-Saufie A.Z.
Published: (2023)

Reduced Noise SMOTE in Machine Learning Model: Application in Water Quality Classification with Imbalanced Datasets
by: Nasaruddin N.; Masseran N.; Idris W.M.R.; Ul-Saufie A.Z.
Published: (2024)

A Two-Stage Feature Selection Method to Enhance Prediction of Daily PM2.5 Concentration Air Pollution
by: Arafin S.K.; Ul-Saufie A.Z.; Ghani N.A.M.; Ibrahim N.
Published: (2024)

A scoping review and bibliometric analysis (ScoRBA) of machine learning in genetic data analysis: unveiling the transformative potential
by: Zakaria W.N.A.; Zahiruddin H.; Zukarnain Z.A.; Wijaya A.
Published: (2024)

Predicting Kereh River's Water Quality: A comparative study of machine learning models
by: Nasaruddin, et al.
Published: (2023)

Predicting Kereh River's Water Quality: A comparative study of machine learning models
by: Nasaruddin, et al.
Published: (2023)

Character appearance in hologram tutors: Unveiling valence and learning enjoyment dynamics
by: Ramlie M.K.; Mohamad Ali A.Z.
Published: (2024)

Frailty Prevalence and Influencing Factors to Frailty Among Hypertensive Older Adults in China: A Systematic Review
by: Chen B.; Sharoni S.K.A.; Fauzi R.; Isa S.N.I.; Dathini H.; Bing L.
Published: (2024)

Feature Selection Methods Using RBFNN Based on Enhance Air Quality Prediction: Insights from Shah Alam
by: Arafin, et al.
Published: (2024)

Analysis of airline customer satisfaction using data mining techniques
by: Mohd Rozaini N.A.A.; Abd Talib N.F.A.; Ul-Saufie A.Z.; Ibrahim N.; Jamil S.A.M.; Ul-Saufie A.Z.
Published: (2024)

AI in Action: Unveiling Factors Influencing AI and Human Collaboration in Malaysian Academic Libraries
by: Aman F.; Zakaria N.
Published: (2024)

Unveiling the Influence of natural weathering on the nanomechanical properties of magnetorheological elastomers
by: Johari M.A.F.; Aznam I.; Mazlan S.A.; Ubaidillah U.; Nordin N.A.; Yusuf S.M.; Lazim N.H.; Aziz S.A.A.
Published: (2024)

A Novel Hybrid Model Combining the Support Vector Machine (SVM) and Boosted Regression Trees (BRT) Technique in Predicting PM10 Concentration
by: Shaziayani W.N.; Ahmat H.; Razak T.R.; Zainan Abidin A.W.; Warris S.N.; Asmat A.; Noor N.M.; Ul-Saufie A.Z.
Published: (2022)

Three days ahead prediction of daily 12 hour ozone (O3) concentrations for urban area in malaysia
by: Muhamad M.; Ul-Saufie A.Z.; Deni S.M.
Published: (2015)

Hypertension Prediction in Adolescents Using Anthropometric Measurements: Do Machine Learning Models Perform Equally Well?
by: Chai S.S.; Goh K.L.; Cheah W.L.; Chang Y.H.R.; Ng G.W.
Published: (2022)

Unveiling the stadium turnout: Predictors influencing local spectator attendance in football leagues
by: Nazarudin M.N.; Padli; Abdullah M.F.; Noordin Z.; Abdullah N.M.; Mazalan N.S.
Published: (2023)

Estimation of missing values in air pollution dataset by using various imputation methods
by: Sukatis F.F.; Noor N.M.; Zakaria N.A.; Ul-Saufie A.Z.; Suwardi A.
Published: (2019)

Enhancing software defect prediction: a framework with improved feature selection and ensemble machine learning
by: Ali M.; Mazhar T.; Al-Rasheed A.; Shahzad T.; Ghadi Y.Y.; Khan M.A.
Published: (2024)

Plasma Haptoglobin as A Potential Biomarker for Coronary Artery Disease in Young Hypertensive Adults
by: Bakrim N.M.; Wan Omar W.F.N.; Abdullah A.; Hamidon N.N.; Muid S.A.; Badrulhisham A.
Published: (2024)

Enhancing software defect prediction: a framework with improved feature selection and ensemble machine learning
by: Ali, et al.
Published: (2024)

Awareness and perceived barriers in practicing healthy living to prevent hypertension among young adults in Malaysia
by: Siew-Keah L.; Hann K.W.; Hoe S.K.; En L.R.; Chin L.B.; Chan M.M.S.; Kang T.Z.; Ang-Lim C.
Published: (2022)

Annual workers' income prediction using data mining techniques
by: Yahaya M.S.; Hasbullah M.H.; Jamil S.A.M.; Ul-Saufie A.Z.; Ibrahim N.
Published: (2024)

Optimized Feature Selection and Transformations for Early Stage Prediction of Autism Using Supervised Machine Learning Models
by: Praveena K.N.; Mahalakshmi R.; Manjunath C.; Zubair A.F.; Karthikeyan P.
Published: (2023)

A cross-sectional analysis of the PURE study on minerals intake among Malaysian adult population with hypertension
by: Mat Nasir N.; Md Isa Z.; Ismail N.H.; Ismail R.; Mohd Tamil A.; Jaafar M.H.; Mohamed Yassin M.S.; Zainol Abidin N.; Ab Razak N.H.; Zulkifli A.; Yusof K.H.
Published: (2024)

Assessment of Indoor Air Quality in Small and Medium Food Industries and Effects towards Perceived IAQ Symptoms
by: Nazli S.N.; Ul-Saufie A.Z.; Abd Razak A.; Elbayoumi M.
Published: (2023)

Coupling of quantile regression into boosted regression trees (BRT) technique in forecasting emission model of PM10 concentration
by: Shaziayani W.N.; Ul-Saufie A.Z.; Ahmat H.; Al-Jumeily D.
Published: (2021)

Hazard Evaluation of Indoor Air Quality in Bank Offices
by: Saidin H.; Razak A.A.; Mohamad M.F.; Ul-Saufie A.Z.; Zaki S.A.; Othman N.
Published: (2023)

Prediction of missing data in rainfall dataset by using simple statistical method
by: Mohd Jafri I.A.; Noor N.M.; Ul-Saufie A.Z.; Suwardi A.
Published: (2020)

Predicting 30-day mortality after an acute coronary syndrome (acs) using machine learning methods for feature selection, classification and visualisation
by: Aziida N.; Malek S.; Aziz F.; Ibrahim K.S.; Kasim S.
Published: (2021)

Identifying Missing Data Mechanisms Among Incomplete Air Pollution Datasets in Malaysia
by: Libasin Z.; Ul-Saufie A.Z.; Ahmat H.; Shaziayani W.N.; Al-Jumeily D.
Published: (2024)

Machine Learning-based Model for Enhanced Quantitative Precipitation Estimates (QPE) from Radar Images Extracted Features
by: Osman N.S.; Tahir W.
Published: (2023)

Future daily PM10 concentrations prediction by combining regression models and feedforward backpropagation models with principle component analysis (PCA)
by: Ul-Saufie A.Z.; Yahaya A.S.; Ramli N.A.; Rosaida N.; Hamid H.A.
Published: (2013)

Exploring feature selection and support vector machine in text categorization
by: Abdul-Rahman S.; Mutalib S.; Khanafi N.A.; Ali A.M.
Published: (2013)

Evaluation of boosted regression tree for the prediction of the maximum 24-hour concentration of particulate matter
by: Shaziayani W.N.; Ul-Saufie A.Z.; Yusoff S.A.M.; Ahmat H.; Libasin Z.
Published: (2021)

Paper Cuttings Pattern Feature Extraction Based on Machine Vision
by: Chen J.; Wang K.; Daud W.S.A.W.M.
Published: (2024)

Unveiling the influence of financial slack on carbon performance: insights from firms in Malaysia's smart cities
by: Abd Rahman N.R.; Mustapa S.I.; Jaaffar A.H.; Othman N.S.; Mohamad M.; Atif M.
Published: (2024)

UNVEILING THE SIGNIFICANCE OF PROPOSING HIBAH AS AN ALTERNATIVE TO NAFKAH SECURITY FOR WIDOWS
by: Azmi A.F.; Ahmad N.L.; Zakaria M.Z.; Saleh N.S.S.N.; Hasbullah M.
Published: (2024)

Novel Approach to Predict Ground-Level Ozone Concentration Using S-estimation and MM-Estimimation
by: Ul-Saufie A.Z.; Al-Jumeily D.; Hussain A.; Muhamad M.; Musafina J.; Ghali F.; Baker T.
Published: (2020)

Using Machine Learning to Predict Visitors to Totally Protected Areas in Sarawak, Malaysia
by: Abang Abdurahman A.Z.; Wan Yaacob W.F.; Md Nasir S.A.; Jaya S.; Mokhtar S.
Published: (2022)

HOW CAN SOCIAL MEDIA REVOLUTIONIZE INFORMAL ENGLISH LEARNING? UNVEILING LEARNING GOALS, ADVANTAGES, AND DISADVANTAGES
by: Kusuma I.P.I.; Wahyuni L.G.E.; Roni M.; Hashim H.U.
Published: (2024)

Cannot write session to /tmp/vufind_sessions/sess_oq4sr2s7e0u0rclfo1cgrrd65h