An Efficient SMOTE-Based Deep Learning Model for Heart Attack Prediction

• Published in: Scientific programming Vol. 2021; pp. 1 - 12
• Main Authors: Waqar, Muhammad, Dawood, Hassan, Dawood, Hussain, Majeed, Nadeem, Banjar, Ameen, Alharbey, Riad
• Format: Journal Article
• Language: English
• Published: New York Hindawi 2021; John Wiley & Sons, Inc
• Subjects: Accuracy; Algorithms; Artificial neural networks; Big Data; Cardiovascular disease; Classification; Clustering; Data mining; Datasets; Decision trees; Deep learning; Engineering; Fatalities; Genetic algorithms; Health care; Heart attacks; Literature reviews; Machine learning; Neural networks; Oversampling; Reliability engineering; Resource utilization

Cardiac disease treatments are often being subjected to the acquisition and analysis of vast quantity of digital cardiac data. These data can be utilized for various beneficial purposes. These data’s utilization becomes more important when we are dealing with critical diseases like a heart attack wh...