College - Author 1
College of Engineering
Department - Author 1
Electrical Engineering Department
Degree Name - Author 1
BS in Electrical Engineering
College - Author 2
College of Engineering
Department - Author 2
Electrical Engineering Department
Degree - Author 2
BS in Electrical Engineering
Date
6-2025
Primary Advisor
Xiao-Hua (Helen) Yu, College of Engineering, Electrical Engineering Department
Abstract/Summary
This project studies electrocardiogram (ECG) signal classification using various machine learning technologies, including Random Forest (RF), K-Nearest Neighbor (KNN), Support Vector Machines (SVM), and Convolutional Neural Networks (CNN). Computer simulation results show these algorithms perform well on the MIT-BIH database, with accuracy above 98%.
URL: https://digitalcommons.calpoly.edu/eesp/683