Intelligent information retrieval for healthcare systems / Parma Nand [and three others], editors.

Format:

Book

Contributor:

Nand, Parma (Computer scientist), editor.

Series:

Internet of Things and Machine Learning

Internet of Things and machine learning

Language:

English

Subjects (All):

Medical informatics.

Physical Description:

1 online resource (268 pages)

Place of Publication:

New York : Nova Science Publishers, Inc., [2021]

Summary:

"Ontology-based information extraction is considered as an effective method to improve the performance of information extraction (IE) systems. For research and disbursal of customized healthcare services, a major challenge is to efficiently retrieve and analyze the individual patient data from a large volume of heterogeneous data over a long span of time. This requires effective ontology-based information retrieval approaches for clinical information systems. This book is an attempt to highlight the key advances in ontology-based information retrieval techniques especially in the healthcare domain. The varied chapters attempt to uncover the current challenges in the application of ontology-based information retrieval techniques to the healthcare systems. This book is the first of its kind that highlights the ontology-driven information retrieval mechanisms and techniques being applied to healthcare as well as clinical information systems. It can serve as a textbook for courses in healthcare systems. It can also serve as a reference book to medical practitioners and researchers involved in implementing as well as providing customized health care solutions to patients"-- Provided by publisher.

Contents:

Intro

Contents

Preface

Chapter 1

Ontology-Based Information Retrieval System Using Blockchain for Reducing Cost of Customized Healthcare System

Abstract

Introduction

Today and Tomorrow

Vision

Internet of Things

Risks in IoT

Blockchain

Multi-Sensor System

Sensors and their Parameters

Architecture of the Information Retrieval System

Data Transmission and Information Retrieval in E-Health Record

Types of Contracts

Cloud and Security

User Interface of Patients for Information Retrieval

Analytics of Data

Clinical Lab Information System as Business Model

General Partnership

Field Hospitals vs Critical Access Hospitals

Practices in Value-Based Primary Care

Conclusion

References

About the Authors

Chapter 2

Ontological Multi-Agent System for Pandemic Zone Classification and Automated Policy Formulation

Analysis and Design of Ontological MAS for COVID-19

Software Agents Development

Implementation of the Model Using OntologyPopulatorAgent

Social Policies

Zone Selection Policies

Containment Policies

Penal Provisions and Legal Policies [29, 30]

Reasoner Agent

Conclusion and Future Scope

Chapter 3

An Overview of Ontology-Based Artificial Intelligence Services in Health Care Systems

Applications of AI Services

Need and Challenges of AI Services

Challenges in AI Services

Communication Framework for the AI Services

Ontology Services in Health Care

Security and Privacy Issues in Health Care

Chapter 4

DLCDI: A Novel Deep Learning Mechanism for Chronic Diseases Identification

Literature Survey

Review of Various Deep Learning Models

Review of Various Cellular Automata.

Review of Various Protein-Coding Region (PCR) Identification Systems

Decision Tree (DT)

Neural Networks (NN)

Review of Various Heart Attack Prediction Systems

Review of Various Cancer Prediction Systems

Review of Different Diabetes Prediction Systems

Summary of the Literature Survey

Design of DLCDI

Results and Discussion

Protein Coding Region Prediction (PCR)

Cancer Prediction through DLCDI

Sample Output of NLCA

Heart Disease/Attack Prediction through DLCDI

Diabetes -II Prediction through DLCDI

Sample Output of MA

Chapter 5

Novel Approach to Health Monitoring System

Literature Review

Methodology

Concept of PPG (Photoplethysmography)

Pulse Sensor

Applications of a Pulse Sensor

Temperature Sensor

Arduino Pro Mini Controller

HC-06 Bluetooth Module

ESP8266 Node MCU

Blynk Application for IOS/Android Users

List of Widgets

Arduino Software

System Design/Architecture

Working of a Heartbeat Sensor

Result and Discussion

Chapter 6

IoT in Healthcare - Applications, Benefits, Challenges, Real-Time Uses, and Cases

Need of IoT Technology in Healthcare

An Analysis of the Internet of Things in the Healthcare Environment

Effectiveness of Healthcare Based on IoT and Applications

Applications

RemotePatient Monitoring

Wearable Healthcare Device

Hand Hygiene Monitoring

Smart Wheelchair

Iot Architecture for Healthcare Networks

mHEALTH

Protocol Based on Constrained Application Architecture

6LoWPAN Healthcare Architecture System

Standard Health Architecture Based on IEEE 11073

Use Cases General Categorisation for IoT Based Healthcare System

Long Term Case

Acute Case

Community-Based Case.

Human Tracking or Tracking of the Humans

Things Trackings or Tracking of Things

Tracking the Things and Humans

Real-World Use Case For IoT in Health Care

Use Case of Alcohol-Habituation

Victim's Having Alzheimer's Disease

Use Cases of Safety and Patient

Requirements of Quality for IoT in Healthcare Applications

Requirements for the Privacy

Requirements for the Safety

Requirements for the Caring

Related Study and Literature Survey

Proposed Model for Healthcare System

Challenges in IoT Based Healthcare System

Discussion

Chapter 7

Data Privacy and Security in Healthcare

Data Privacy

Healthcare Data Breaches

Data Breaches by the Year

Data Breaches: Based on Type of Breach

Hacking Incidents

Unauthorized Access/Disclosures

Loss/Theft of PHI and Unencrypted ePHI

Methods to Protect Healthcare Data

Healthcare Staff Must Be Educated

Access to Database and Systems to Be Restricted

Log, Monitor, and Control Usage

Data to Be Encrypted

Devices in Use to Be Secured

Regular Risk Assessments to Be Conducted

To Backup Data to an Assured, Off-Track Place

Laws for Data Protection in Several Countries

General Data Protection Regulation

Case Studies

Anthem Blue Cross

Excellus Blue Cross

Chapter 8

Examining the Effect of Ashes of Vedic Homa and Its Scientific Impacts on AQI with Social Perspectives: An ML and CPS Based Experimental Study for Delhi-NCR Zone amidst Pandemic Threats

Medicinal Plants

Yagya and Its Science

Cow Dung Based Kanda in Home and Its Ashes Purifies Water

Agnihotra Ashes

SARS COVID-19

Mantra and Its Effects

Methodologies and Experiment Set Up

Outdoor Sensors.

Smart Air Quality Monitor

Supports in Continuous Ambient Air Quality and Weather Monitoring

Manages Your Air with Dashboard

Sensor and Convenient Installation

Result Analysis and Discussions

Indoor Study Results

Environment Purification through Yajna

Analysis of Results

Recommendations

Novelty of Work

Future Research Directions and Limitations

Chapter 9

NLP: Smart Texting System Based on Android

Android Devices

Text to Speech Recognition

Speech to Text Recognition

Brief History

Natural Language Processing (NLP)

Applications of NLP- Speech to Text and Vice Versa

Unstructured Data

Approaches in Natural Language Processing

Examples of Unstructured Data

Three Use Cases for Unstructured Data

Data Mining

Challenges in Unstructured Data Mining

Query Support Systems

Three Types of Search Queries

Online Transaction Processing System

Decision Support System (DSS)

Documents and Data Conversion

Different Types of File Format for Businesses

Document Conversion Services

Chapter 10

Storing and Maintaining the Smart Healthcare in IoT Environment

Proposed Work

Storing Data Using Blockchain

Simulation and Evaluation of the Work

Availability of Data

About the Editors

Index

Blank Page.

Notes:

Includes bibliographical references and index.

Description based on print version record.

Other Format:

Print version: Nand, Parma Intelligent Information Retrieval for Healthcare Systems

ISBN:

9781685073657