کنفرانس بین المللی کنترل ، ابزار دقیق و اتوماسیون

صفحه اصلی / نهمین کنفرانس بین المللی کنترل ، ابزار دقیق و اتوماسیون

Machine Learning-Based Prediction of Coronary Heart Disease

نویسندگان :

Badrosadat Nategholeslam Shirazi¹ Shiva Naghsh² Ali Akbar Safavi³ Amir Sharafkhaneh⁴

1- دانشگاه شیراز 2- دانشگاه شیراز 3- دانشگاه شیراز 4- Baylor College of Medicine, Houston, TX, USA

کلمات کلیدی :

Coronary Heart Disease،Machine learning،Risk prediction

چکیده :

Coronary Heart Disease (CHD) remains a significant global health concern. This study utilizes the Sleep Heart Health Study (SHHS) dataset, encompassing demographic features, measurement features, and combination of these two categories, to develop a predictive model for CHD risk. The Multi-Layer Perceptron (MLP) neural network is employed to capture intricate relationships within the data. An accuracy mostly greater than 70% in CHD risk prediction is exhibited by the MLP model when categories of selected features are fed to it. This research emphasizes the importance of using readily available data for physicians and advanced machine learning technique to enhance early CHD risk prediction. These findings have the potential to improve personalized medicine and targeted interventions for CHD prevention and management.

لیست مقالات

لیست مقالات بایگانی شده

Load Frequency Control Using Hierarchical Type-II Fuzzy Controller optimized via Imperialist Competitive Algorithm

Mohammad Ali Labbaf Khaniki - Mohammad Manthouri - Kosar Safari

Comparative Analysis of Data-Driven Predictive Control Strategies

Ali Rezaei - Ali Khaki-Sedigh

A Hybrid Fuzzy-Predictive Control for Smooth Transition Between Operating Modes of Voltage Source Inverters

Sahba Moslemimoghadam - Qobad Shafiee - Mobin Naderi - Hassan Bevrani

Selection of Least Error Wavelet Function for Typical Fault Diagnosis in HVDC Transmission System

Reza Tarighi - Mohammad Hosein Kazemi - Esmail Zarezadeh

Possibility of Powering Wireless Combustible Gas Sensors by Converting Thermal Energy

Denis Spirjakin - Alexander Baranov - Hossein Karami - Gevork B. Gharehpetian

تحلیل پایداری وابسته و مستقل از تاخیر سیستم های سوئیچینگ با تاخیر زمانی زمان-متغیر مبتنی بر تابع لیاپانوف چندگانه

حسین چهاردولی

A Simulated Annealing Approach (SA) to Vehicle Routing Problem with Time Windows (VRPTW)

Mohsen Mohammadi - Nima Mahmoodian - Hossein Mohammadi

Reinforcement Learning based Sequential Controller for Mobile Robots with Obstacle Avoidance

Sara Mashhouri - Mohammadali Rahmati - Yasamin Borhani - Esmaeil Najafi

Enhancing Cybersecurity in Nonlinear Networked Control Systems through Robust PI Controller Design and Implementation against Denial-of-Service Attacks

AmirHossein Salasi - HamidReza Chavoshi - Omid Payam - Ali Khoshlahjeh Sedgh - Hamid Khaloozadeh

A Control Scheme to Enhance Low Voltage Ride Through and current limitation under unbalanced faults for seven-level three-phase grid-connected PV inverters

Sepideh Asadimanesh - Hassan Moradi

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.3.2