A Survey related to Human Metapneumovirus (HMPV) prediction and analysis using machine learning approaches

Human Metaoneumovirus (HMPV) is a significant cause of respiratory tract infections globally especially in young children, the elderly and weakened immune individuals.With recent advancements in machine learning (ML) prediction models and diagnostic systems have become vital tools in early detection, risk assessment, vaccine development and public health surveillance.This paper presents a structured literature review of 20 selected studies applying machine learning for the detection, classification, sentiment analysis, treatment and vaccine development for HMPV.The review includes a comparative analysis of datasets, models and accuracy, future recommendations highlighting current gaps and suggesting directions for future research.

Publication Details

Journal
International Research Journal of Modernization in Engineering Technology and Science
Published
2025-08-22
DOI
https://doi.org/10.56726/irjmets82182
Primary Topic
Respiratory viral infections research
Type
article
Field-Weighted Citation Impact
0.00
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article

A Survey related to Human Metapneumovirus (HMPV) prediction and analysis using machine learning approaches

International Research Journal of Modernization in Engineering Technology and Science
Respiratory viral infections research
article

A Survey related to Human Metapneumovirus (HMPV) prediction and analysis using machine learning approaches

article en

Abstract

Human Metaoneumovirus (HMPV) is a significant cause of respiratory tract infections globally especially in young children, the elderly and weakened immune individuals.With recent advancements in machine learning (ML) prediction models and diagnostic systems have become vital tools in early detection, risk assessment, vaccine development and public health surveillance.This paper presents a structured literature review of 20 selected studies applying machine learning for the detection, classification, sentiment analysis, treatment and vaccine development for HMPV.The review includes a comparative analysis of datasets, models and accuracy, future recommendations highlighting current gaps and suggesting directions for future research.

International Research Journal of Modernization in Engineering Technology and Science
Openalex Percentile: Top 70%
Respiratory viral infections research
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