Effective heart disease prediction using machine learning techniques

CM Bhatt, P Patel, T Ghetia, PL Mazzeo - Algorithms, 2023 - mdpi.com
The diagnosis and prognosis of cardiovascular disease are crucial medical tasks to ensure
correct classification, which helps cardiologists provide proper treatment to the patient …

An innovative model for predicting coronary heart disease using triglyceride-glucose index: a machine learning-based cohort study

SR Mirjalili, S Soltani, Z Heidari Meybodi… - Cardiovascular …, 2023 - Springer
Background Various predictive models have been developed for predicting the incidence of
coronary heart disease (CHD), but none of them has had optimal predictive value. Although …

A Comparative Study of Machine Learning classifiers to analyze the Precision of Myocardial Infarction prediction

RH Khan, J Miah, SAA Nipun… - 2023 IEEE 13th Annual …, 2023 - ieeexplore.ieee.org
In the modern world, heart disease ranks among the main causes of death. Smoking, high
blood pressure, and cholesterol are the three key risk factors for getting one heart disease …

Predicting coronary heart disease using an improved LightGBM model: Performance analysis and comparison

H Yang, Z Chen, H Yang, M Tian - IEEE Access, 2023 - ieeexplore.ieee.org
Coronary heart disease (CHD) is a dangerous condition that cannot be completely cured.
Accurate detection of early coronary artery disease can assist physicians in treating patients …

Improving Cardiovascular Disease Prediction Through Comparative Analysis of Machine Learning Models: A Case Study on Myocardial Infarction

J Miah, DM Ca, MA Sayed, ER Lipu… - … on Innovations in …, 2023 - ieeexplore.ieee.org
Cardiovascular disease remains a leading cause of mortality in the contemporary world. Its
association with smoking, elevated blood pressure, and cholesterol levels underscores the …

Effective feature engineering technique for heart disease prediction with machine learning

AM Qadri, A Raza, K Munir, MS Almutairi - IEEE Access, 2023 - ieeexplore.ieee.org
Heart failure is a chronic disease affecting millions worldwide. An efficient machine learning-
based technique is needed to predict heart failure health status early and take necessary …

[PDF][PDF] Machine learning techniques for precise heart disease prediction

MK Saini - International Journal of Science and Research (IJSR), 2023 - researchgate.net
Diagnosing and forecasting cardiovascular disease represents a pivotal task in medicine,
crucial for accurately categorizing and effectively treating patients under the care of …

The classification algorithms to support the management of the patient with femur fracture

A Scala, TA Trunfio, G Improta - BMC Medical Research Methodology, 2024 - Springer
Effectiveness in health care is a specific characteristic of each intervention and outcome
evaluated. Especially with regard to surgical interventions, organization, structure and …

Forecasting Coronary Heart Disease Risk With a 2-Step Hybrid Ensemble Learning Method and Forward Feature Selection Algorithm

SC Patra, BU Maheswari, PB Pati - IEEE Access, 2023 - ieeexplore.ieee.org
Detecting cardiovascular irregularities in a timely manner is crucial for preventing any fatal
risks. This research aims to devise an efficient forecasting algorithm for the timely prognosis …

[HTML][HTML] Optimizing the light gradient-boosting machine algorithm for an efficient early detection of coronary heart disease

TO Omotehinwa, DO Oyewola, EG Moung - Informatics and Health, 2024 - Elsevier
Background Coronary heart disease (CHD) remains a prominent cause of mortality globally,
necessitating early and accurate detection methods. Traditional diagnostic approaches can …