Data-Driven Models for COVID-19 Severity Analysis in Comorbid Patients

Author:   Suresh Kumar H S ,  Pushpa C N
Publisher:   LAP Lambert Academic Publishing
ISBN:  

9786209063152


Pages:   196
Publication Date:   10 February 2026
Format:   Paperback
Availability:   Available To Order   Availability explained
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Data-Driven Models for COVID-19 Severity Analysis in Comorbid Patients


Overview

This book presents a comprehensive Artificial Intelligence driven framework for predicting COVID-19 severity in patients with comorbidities, addressing critical challenges in diagnosis, prognosis, and healthcare resource management. It integrates Machine Learning and Deep Learning techniques to analyze large-scale clinical, demographic, and medical imaging data. Imbalanced clinical datasets are handled using advanced preprocessing and resampling strategies, enabling robust prediction of mortality, survival, and disease severity. The book serves as a comprehensive guide for researchers, data scientists, and healthcare professionals interested in AI-based Prediction of COVID-19 Severity in Patients with Comorbidities. It highlights that classical Machine Learning models, including Decision Tree, Random Forest, and Gaussian Naïve Bayes, achieve high precision, while neural network-based models demonstrate strong generalization and robustness.

Full Product Details

Author:   Suresh Kumar H S ,  Pushpa C N
Publisher:   LAP Lambert Academic Publishing
Imprint:   LAP Lambert Academic Publishing
Dimensions:   Width: 15.20cm , Height: 1.10cm , Length: 22.90cm
Weight:   0.268kg
ISBN:  

9786209063152


ISBN 10:   6209063152
Pages:   196
Publication Date:   10 February 2026
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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