A Step Towards Society 5.0

7An Efficient AI-Based Hybrid Classification Model for Heart Disease Prediction

Vaishali Baviskar, Madhushi Verma, and Pradeep Chatterjee

DOI: 10.1201/9781003138037-7

Contents

1. 7.1Introduction
2. 7.2Related Work
3. 7.2.1Machine Learning Classifiers Used for Heart Disease Prediction
4. 7.2.1.1Supervised Learning
5. 7.2.1.2Unsupervised Learning
6. 7.2.2Deep Learning Classifiers Used for Heart Disease Prediction
7. 7.2.3Hybrid Models in AI
8. 7.2.3.1Hybrid Classification Models
9. 7.2.3.2RNN Model Classifier in AI
10. 7.3Proposed Method
11. 7.4Performance of the Hybrid Classification Model (RNN+LSTM) on the Cleveland Dataset
12. 7.5Conclusion

7.1 Introduction

Prediction of heart diseases from patient health data records of glucose levels, heart-rate-variations, temperature levels, ...