notesum.ai

Published at December 6

Multi-class heart disease Detection, Classification, and Prediction using Machine Learning Models

cs.AI

Released Date: December 6, 2024

Authors: Mahfuzul Haque¹, Abu Saleh Musa Miah², Debashish Gupta³, Md. Maruf Al Hossain Prince⁴, Tanzina Alam¹, Nusrat Sharmin⁵, Mohammed Sowket Ali¹, Jungpil Shin²

Aff.: ¹Bangladesh Army University of Science and Technology; ²The University of Aizu; ³Wake Forest University; ⁴German University Bangladesh; ⁵Pabna Medical College

Arxiv: http://arxiv.org/pdf/2412.04792v1

General Factor Questions	Categories	General Factor Questions	Categories
Do you have Chest pain	Yes and No	Do you have Missing heartbeat rhythm/abnormal rhythm	Yes and No
Do you have Shortness of breath	Yes and No	Do you have Need pillow or prefer to sleep in chair	Yes and No
Do you have Heaviness or tightness	Yes and No	Do you have Syncopal attack	Yes and No
Do you have Radiation into arms neck and jaw	Yes and No	Do you have Debilitation	Yes and No
Do you have Congestion or burning	Yes and No	Do you have fever	Yes and No
Do you have Abnormal breathing	Yes and No	Do you have Clubbing	Yes and No
Do you have Losing flat cause	Yes and No	Do you have Rash	Yes and No
Do you have Decrease of strength	Yes and No	Risk Factor Questions
Do you have Trouble with balance	Yes and No	Do you have Smoking	Yes and No
Do you have Heart rate normal or faster	Yes and No	Do you have Hypertension	Yes and No
Do you have Trouble with swallowing	Yes and No	Do you have Hypercholesterolemia	Yes and No
Do you have Low blood pressure	Yes and No	Do you have Myocardial infarction	Yes and No