Cargando…

Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)

In the current information and technology era, business enterprises are focusing in performing the process effectively by reducing the waiting time in completing the work, reduce latency and deploy the resources effectively so as to service the patient, medical practitioners, societies, and other st...

Descripción completa

Detalles Bibliográficos
Autores principales: Devi, M. Kiruthiga, Vemuri, Veena Prasad, Arumugam, Mahalakshmi, UmaMaheswaran, S. K., Acharjee, Purnendu Bikash, Singh, Rupali, Kaliyaperumal, Karthikeyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9001071/
https://www.ncbi.nlm.nih.gov/pubmed/35419074
http://dx.doi.org/10.1155/2022/2489116
_version_ 1784685585008427008
author Devi, M. Kiruthiga
Vemuri, Veena Prasad
Arumugam, Mahalakshmi
UmaMaheswaran, S. K.
Acharjee, Purnendu Bikash
Singh, Rupali
Kaliyaperumal, Karthikeyan
author_facet Devi, M. Kiruthiga
Vemuri, Veena Prasad
Arumugam, Mahalakshmi
UmaMaheswaran, S. K.
Acharjee, Purnendu Bikash
Singh, Rupali
Kaliyaperumal, Karthikeyan
author_sort Devi, M. Kiruthiga
collection PubMed
description In the current information and technology era, business enterprises are focusing in performing the process effectively by reducing the waiting time in completing the work, reduce latency and deploy the resources effectively so as to service the patient, medical practitioners, societies, and other stakeholders in an efficient manner. Hence, several organisations are using the emerging technologies so as to obtain high performance and enhance competitive edge. The advancement in machine learning, deep learning, business analytics, etc. enables the health care industry to identify the patterns based on the data collected and create a pivotal position and enhance revenues and profits in a sustainable manner. Machine learning models are considered as computational algorithms which will enable in collected the data, analyze them, and provide the necessary reports to the experts and management in order to make informed decision making. The application of advanced machine learning enables the organisation to process the image effectively, recognize the voice and enable in servicing the customers, process the available data, and identify the patterns so as to make informed decision making. The basic purpose of the study is to analyze the overall implementation of advanced machine learning approaches towards health care services for providing enhanced services, better patient engagement, and support in creating better life for them, the researchers intend to collect the closed-ended questionnaire from employees in different medical centers covering: apprehend the nature of designing and implementation of machine learning approaches in the organisation and understand the effectiveness of these tools in enhancing the sustainable growth and development of the organisation.
format Online
Article
Text
id pubmed-9001071
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-90010712022-04-12 Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA) Devi, M. Kiruthiga Vemuri, Veena Prasad Arumugam, Mahalakshmi UmaMaheswaran, S. K. Acharjee, Purnendu Bikash Singh, Rupali Kaliyaperumal, Karthikeyan Comput Math Methods Med Research Article In the current information and technology era, business enterprises are focusing in performing the process effectively by reducing the waiting time in completing the work, reduce latency and deploy the resources effectively so as to service the patient, medical practitioners, societies, and other stakeholders in an efficient manner. Hence, several organisations are using the emerging technologies so as to obtain high performance and enhance competitive edge. The advancement in machine learning, deep learning, business analytics, etc. enables the health care industry to identify the patterns based on the data collected and create a pivotal position and enhance revenues and profits in a sustainable manner. Machine learning models are considered as computational algorithms which will enable in collected the data, analyze them, and provide the necessary reports to the experts and management in order to make informed decision making. The application of advanced machine learning enables the organisation to process the image effectively, recognize the voice and enable in servicing the customers, process the available data, and identify the patterns so as to make informed decision making. The basic purpose of the study is to analyze the overall implementation of advanced machine learning approaches towards health care services for providing enhanced services, better patient engagement, and support in creating better life for them, the researchers intend to collect the closed-ended questionnaire from employees in different medical centers covering: apprehend the nature of designing and implementation of machine learning approaches in the organisation and understand the effectiveness of these tools in enhancing the sustainable growth and development of the organisation. Hindawi 2022-04-04 /pmc/articles/PMC9001071/ /pubmed/35419074 http://dx.doi.org/10.1155/2022/2489116 Text en Copyright © 2022 M. Kiruthiga Devi et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Devi, M. Kiruthiga
Vemuri, Veena Prasad
Arumugam, Mahalakshmi
UmaMaheswaran, S. K.
Acharjee, Purnendu Bikash
Singh, Rupali
Kaliyaperumal, Karthikeyan
Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)
title Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)
title_full Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)
title_fullStr Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)
title_full_unstemmed Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)
title_short Design and Implementation of Advanced Machine Learning Management and Its Impact on Better Healthcare Services: A Multiple Regression Analysis Approach (MRAA)
title_sort design and implementation of advanced machine learning management and its impact on better healthcare services: a multiple regression analysis approach (mraa)
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9001071/
https://www.ncbi.nlm.nih.gov/pubmed/35419074
http://dx.doi.org/10.1155/2022/2489116
work_keys_str_mv AT devimkiruthiga designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa
AT vemuriveenaprasad designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa
AT arumugammahalakshmi designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa
AT umamaheswaransk designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa
AT acharjeepurnendubikash designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa
AT singhrupali designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa
AT kaliyaperumalkarthikeyan designandimplementationofadvancedmachinelearningmanagementanditsimpactonbetterhealthcareservicesamultipleregressionanalysisapproachmraa