Internet of things based smart healthcare : intelligent and secure solutions applying machine learning techniques / Suparna Biswas, Chandreyee Chowdhury, Biswaranjan Acharya, Chuan-Ming Liu, editors.

Format:

Book

Contributor:

Biswas, Suparna, editor.

Chowdhury, Chandreyee, editor.

Acharya, Biswa Ranjan, editor.

Liu, Chuan-Ming, editor.

Series:

Smart computing and intelligence

Language:

English

Subjects (All):

Internet of things.

Medicine--Data processing.

Medicine.

Medical innovations.

Genre:

Electronic books.

Physical Description:

1 online resource : illustrations (black and white, and color).

Place of Publication:

Singapore : Springer, 2022.

Summary:

This book provides both the developers and the users with an awareness of the challenges and opportunities of advancements in healthcare paradigm with the application and availability of advanced hardware, software, tools, technique or algorithm development stemming the Internet of Things. The book helps readers to bridge the gap in their three understanding of three major domains and their interconnections: Hardware tested and software APP development for data collection, intelligent protocols for analysis and knowledge extraction. Medical expertise to interpret extracted knowledge towards disease prediction or diagnosis and support. Security experts to ensure data correctness for precise advice. The book provides state-of-the-art overviews by active researchers, technically elaborating healthcare architectures/frameworks, protocols, algorithms, methodologies followed by experimental results and evaluation. Future direction and scope will be precisely documented for interested readers.

Contents:

Part 1 IoT based Smart Healthcare

Chapter 1 Introduction

Chapter 2 Architecture for Smart Healthcare: Cloud vs Edge

Chapter 3 Main Challenges and Concerns of Health IoT Data

Part 2 Context and Body Vitals Monitoring Systems

Chapter 4 Human Activity Recognition Systems Based on Sensor Data using Machine Learning

Chapter 5 Human Activity Recognition Systems Based on Audio-Video Data using Machine Learning and Deep learning

Chapter 6 Review of Body Vitals Monitoring Systems for Disease Prediction

Chapter 7 Review of Context Aware System Implementations

Part 3 Social Sensing Applications for Public Health

Chapter 8 Types of Social Sensing Data

Chapter 9 Social Data Analysis Techniques and Applications

Chapter 10 Challenges and Limitations of Social Data Analysis Approaches

Part 4 Reliability, Security and Privacy of Health Data

Chapter 11 Quality of Service vs Quality of Experience for Real-time Smart Healthcare

Chapter 12 Security and Privacy Issues of Health Data

Chapter 13 Review of Performance Metrics and Corrective Measures for Health Data Analysis.

Notes:

Print version record.

Other Format:

Print version: Internet of things based smart healthcare.

ISBN:

9789811914089

9811914087

OCLC:

1337200278

Access Restriction:

Restricted for use by site license.