Cayley-Purser secured communication and jackknife correlative classification for COVID patient data analysis.

Publication date: Feb 07, 2025

Internet of Medical Things (IoMT) is a group of medical devices that connect the healthcare information technology to minimize the redundant hospital visit and healthcare system troubles. IoMT connect the patients to the doctor and transmit the medical data over the network. The spread of corona virus has put the people at high risk. Due to increasing number of cases and its stress on health professionals, IoMT technology is used in many healthcare centers. But, the security level and data classification accuracy was not improved by existing methods during the data communication. In order to solve these issues, Cayley-Purser Cryptographic Secured Communication based Jackknife Correlative Data Classification (CPCSC-JCDC) method is designed. The key objective of CPCSC-JCDC method is to collect the patient information through IoMT devices and send to the doctor in more secured manner. Initially in CPCSC-JCDC method, the patient data is collected. After the data collection process, the data gets encrypted with help of public key of the patient by using cayley-purser cryptosystem. After the encryption process, the data is sent to the doctor. The doctor receives and decrypts the patient data by using their private key. After decryption process, the doctor analyses the patient data and classifies the data as emergency case or normal case by using jackknife correlation function. This helps to minimize the patient readmission rate and increase the patient satisfaction level. Experimental evaluation is carried out by Novel Corona Virus 2019 dataset using different metrics like data classification accuracy, data classification time and security level. The evaluation result shows that CPCSC-JCDC method improves the security level as well as accuracy and minimizes the time consumption during data communication than existing works.

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Concepts Keywords
Covid Cayley–Purser cryptosystem
Cryptosystem Communication
Healthcare Computer Security
Increasing Confidentiality
Virus COVID-19
Data Analysis
Healthcare
Humans
Internet of Things
Jackknife correlation
Public key
SARS-CoV-2
Security level

Semantics

Type Source Name
disease IDO process
disease MESH emergency
disease MESH COVID 19
drug DRUGBANK Coenzyme M
disease MESH infection
disease MESH chronic diseases
disease MESH critically ill
disease IDO intervention
disease IDO infected population
drug DRUGBANK Dextrose unspecified form
disease MESH privacy
disease IDO algorithm
drug DRUGBANK Aspartame
disease IDO country
drug DRUGBANK Pentaerythritol tetranitrate
disease MESH Metabolic Syndrome
pathway KEGG Coronavirus disease
pathway REACTOME Reproduction

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