A smart Healthcare System: Reducing False Predictions of Chronic Diseases Using IoT and Machine Learning

Rathkanthiwar, Shubhangi; KALE, YOGESH

ISBN 10: 6206766187 / ISBN 13: 9786206766186

Published by LAP LAMBERT Academic Publishing, 2025

About this Item

Seller Inventory # I-9786206766186

Bibliographic Details

• Title: A smart Healthcare System: Reducing False Predictions of Chronic Diseases Using IoT and Machine Learning
• Publisher: LAP LAMBERT Academic Publishing
• Publication Date: 2025
• Language: English
• ISBN 10: 6206766187
• ISBN 13: 9786206766186
• Binding: Soft cover
• Condition: New

About this title

Synopsis

The book "Smart Healthcare Systems: Reducing False Predictions of Chronic Diseases Using IoT and Machine Learning" presents an innovative, cost-effective IoT-based Ambulatory Blood Pressure Monitoring (IABPM) system aimed at real-time tracking and early detection of Chronic Heart Disease (CHD). It leverages wearable sensors and cloud integration to record blood pressure and pulse data throughout the day, enhancing patient mobility and care. The system applies ML algorithms like Naïve Bayes, KNN, Decision Tree, SVM, and XGBoost to clinical datasets (SMHRCE and Kaggle) to predict Early Warning Scores (EWS). The proposed model shows high accuracy (up to 99.85%) and helps reduce healthcare costs, support proactive intervention, and improve diagnostic precision. The project bridges gaps in traditional ABPM systems by offering continuous monitoring, automated alerts, and cloud accessibility—paving the way for improved chronic disease management through technology integration.