Blockchain technology based big data for healthcare : concept and paradigm / edited by Basetty Mallikarjuna.

Format:

Book

Contributor:

Mallikarjuna, Basetty, Editor.

Series:

Advances in Distributed Computing and Intelligent Data Analytics

Language:

English

Subjects (All):

Big data.

Blockchains (Databases).

Physical Description:

1 online resource (242 pages)

Edition:

1st ed.

Place of Publication:

New York, New York : Nova Science Publishers, Incorporated, [2022]

Summary:

"Blockchain is an open-source technology that offers an alternative to the traditional intermediary for transfers of cryptocurrency, among other applications. This book discusses existing research on blockchain and big data and provides its readers with the state-of-the-art in blockchain based on big data for healthcare"-- Provided by publisher.

Contents:

Intro

Contents

Preface

Acknowledgments

Introduction

Chapter 1

Evolution of Blockchain Technology with Big Data in Health Care and Its Fundamental Characteristics

Abstract

Why Security Is Important in Healthcare

Blockchain and Big Data in Healthcare

Blockchain Technology

Blockchain Architecture

Blockchain Types

Node

Consensus Algorithm

Block

Header

Transaction Counter

Transaction Data

Features of the Blockchain

Agreement

Dispersed Estimation

Information Repository

Source

Stability

Shared Ledger

Permission

Consensus

Smart Contracts

The Various Types of Blockchain

Public Blockchains

Private Blockchains

Hybrid Blockchains

Consortium Blockchains

Advantages of Blockchain Technology

Big Data

Volume

Variety

Velocity

Veracity

Peer to Peer Network

Public Key Cryptography (PuKC)

Blockchain Protocol

Healthcare and Big Data

Healthcare and Blockchain Technology

Security and Privacy of Healthcare Data

Data Confidentiality

Data Integrity

Data Authentication

Hyper Ledger Frameworks

Blockchain and Bitcoin Transactions

Blockchain-Based Healthcare Applications

Blockchain-Based Healthcare Management Applications

Conclusion

References

Chapter 2

Algorithms of Blockchain Technology with Big Data, Data Transmission, Challenges, and Scenarios in Healthcare

Simple Blockchain Algorithm

Components of Blockchain Architecture

Step by Step Procedure of Blockchain Algorithm

Step 1. Block Header

Step 2. Block Identifiers

Step 3. Merkle Trees

Step 4. Creating the Transaction and Features of Blockchain

Step 4.1. Agreement.

Step 4.2. Dispersed Estimation

Step 4.3. Information Repository

Step 4.4. Source

Step 4.5. Stability

Step 5. Blockchain and Bitcoin Transactions

Step 6. Hyperledger Frameworks

Smart Contract Algorithm and Its Working

Blockchain Healthcare

Blockchain Music

Blockchain Government

Algorithms of Blockchain Technology with Big Data

Step 1. Decentralisation

Step 2. Transparency

Step 3. Immutability

Blockchain and Big Data to Secure Data

Step 1. Blockchain and Big Data Technologies for Data Analysis

Step 2. Blockchain for Private Big Data Management

Step 3. Confidentiality, Data Integrity, and Authentication

Step 3.1. Data Confidentiality

Step 3.2. Data Integrity

Step 3.3. Data Authentication

Step 3.3.1. Security Management Scenario for User Big Data in Blockchain

Multi-Dimensional, Data Transmission and Blockchain Use Cases in Big Data

Step 1. Ensuring Data Integrity

Step 2. Preventing Malicious Activities

Step 3. Predictive Analysis

Step 4. Real-Time Data Analysis

Step 5. Managing Data Sharing

Step 5.1. Personal Data Sharing

Step 5.2. Smart Contract

Step 5.3. Block Creation

Challenges and Scenarios in Healthcare

Anti-Money Laundering

Cyber Security

Supply Chain Monitoring

Financial AI Systems

Medical Records

Chapter 3

Comprehensive Review on Architectural Framework of Blockchain Technology with Big Data in Healthcare

Structure of Blockchain

Motivation Behind Blockchain

Blockchain Features

Smart Contract

Applications of Blockchain

Billing Management

Quality Management

IoMT

Education

Security

Literature

Healthcare Framework

Medical Prescriptions

Medical Laboratories

Advantages

Results and Discussions.

Conclusion

Chapter 4

Healthcare Data Management and Remote Monitoring Using Big Data Analytics, Blockchain Technology, and Blockchain Powered HER in the Pharmaceutical Industry

An Overview of Blockchain Technology and Management

Big Data Technology and Uses

Use of Blockchain in Big Data

1. Ensuring Data Integrity

2. Preventing Malicious Activity

3. Making Predictions (Predictive Analysis)

4. Real Time Data Analysis

5. Manage Data Sharing

How Blockchain and Big Data Support Eachother

Data Quality and Privacy

Data Transparency and Automation

Big Data and Blockchain: Quantity and Quality

Decentralization

Transparency

Immutability

Big Data Challenges

Handling Big Data

Security Aspects and Constraints

Efficiently Processing Unstructured and Semi Structured Data

Computations

Communication

Access Control

Random Distribution

Solutions to Big Data Using Blockchain

Implementation of SHA 256 with Blockchain for Big Data Technology

Mining Process

Implementaiton of Digital Signature-Based Security in Big Data Management

Public Key Infrastructure (PKI) for Big Data Security

Authentication of Public Key Infrastructure

Uses of PKI

Data Manipulation of Blockchain and Big Data Technology

Medical Record System

Banking and Management

Social Media Data

Space Data

Scenario-Based Analysis of Blockchain Towards Big Data

Accessibility of Decentralized Tools

New Forms of Data Monetization

Fluent Data Exchange

Applications of Big Data with Blockchain

Stori

File Coin

Omnylitics

Datum

Rublix

Provenance

Chapter 5

Framework for Approaching Big Data: Blockchain, Big Data Algorithms, Gathering Data, Data Preparation, Choosing a Model and Evaluation

Abstract.

Introduction

Analytical Framework

Literature Review

Blockchain and Big Data: An Overview

Blockchain

Blockchain and Big Data Integration

Improving Big Data Security and Privacy

Enhancing Data Integrity

Detection of Fraudulent Transactions

Big Data Analytics in Real-Time

Enhancement of Data Sharing

Enhancing Big Data Quality

Simplifying Data Access

Blockchain Services for Big Data

Blockchain-Based Big Data Approach

The Use of Blockchain in Big Data Acquisition

Secure Big Data Collection Using Blockchain

IoT for Energy-Efficient Data Collection

Transmitting and Sharing Data Securely Using Blockchains

A Blockchain-Based Storage System for Big Data

Record Storage Model

Flow of the Model

Big Data Preparation

1. Clean Data

Filtering Noisy Data

Missing/Incomplete Data

2. Extracting Features from Data

3. Normalizing Data

Big Data Algorithms for Analysis

Learning Algorithms for Big Data

Advanced Learning Methods

Representation Learning

Deep Learning

Distributed and Parallel Learning

Transfer Learning

Active Learning

Kernel-Based Learning

Selection of Models

Methods for Resampling

Random Split

Time-Based Split

Cross Validation by K-Fold Method

Bootstrap

Akaike Information Criterion (AIC)

Bayesian Information Criterion (BIC)

Structural Risk Minimization (SRM)

Evaluation of Models

Classification Metrics

Accuracy

Precision

Recall

F1 Score

AUC-ROC

Log Loss

Gain and Lift Charts

K-S Chart

Metrics of Regression

Mean Squared Error or MSE

Root Mean Squared Error (RMSE)

Mean Absolute Error or MAE

Root Mean Squared Log Error or RMSLE

R-Squared

Adjusted R-Squared

Clustering Metrics

Dunn Index

Silhouette Coefficient

Elbow Method

Bias vs. Variance

Learning Curves.

Learning Curve for Training

Curve of Validation Learning

Chapter 6

Big Data with Blockchain Support, Inpatient Management and Medical History Management Data: Advancement of Deep Learning and Blockchain Technology in Healthcare

Methods

Applications in Healthcare Using Blockchain Technology

Applications for Healthcare Management Using Blockchain Technology

International Scientific Data Exchange

Information and Data Management

Organizing and Managing Information

Electronic Health Record (EHR)

Applications of Blockchain Technology in Healthcare Data Management

Health Education

Management of Enrollment Information

Logistics and Supply Chain Management

Clinical Trials

The Pharmaceutical Industry

Supply Chain Management Applications of Blockchain Technology

Internet of Medical Things

Internet of Things in Healthcare and Medical Devices

Internet of Things Infrastructure and Data Security in Healthcare

Artificial Intelligence

Applications of Blockchain Technology on the Internet of Medical Things

Chapter 7

Blockchain with Big Data and Machine Learning in Healthcare

Overview of Big Data

Design of a Machine Learning Technique for Cost Optimization

Proposed Scheme

Using PCA for Finding Principal Components in a Sample Data

Illustration and Results

Chapter 8

Research Challenges, Opportunities and Future Directions in Applying Big Data Technology in the Healthcare Sector

Healthcare Data

Administrative Data and Electronic Health Records

Clinical Data and Insurance Claims Data

Patient Surveys.

Role of Data Analytics in Healthcare Sector.

Notes:

Includes bibliographical references and index.

Description based on print version record.

Other Format:

Print version: Mallikarjuna, Basetty Blockchain Technology Based Big Data for Healthcare: Concept and Paradigm

ISBN:

9798886972047

OCLC:

1348489982