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IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach

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Main Authors: Rajendrani, Mukherjee, Aurghyadip, Kundu, Indrajit, Mukherjee
Format: Book
Language:English
Published: Springer 2023
Subjects:
NearestNeighbor)
eKNN
Online Access:https://link.springer.com/article/10.1007/s00607-021-00951-9
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7365
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spelling oai:localhost:PNK-73652023-03-31T02:51:39Z IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach Rajendrani, Mukherjee Aurghyadip, Kundu Indrajit, Mukherjee NearestNeighbor) eKNN CC BY COVID - 19 affected severely worldwide. The pandemic has caused many causalities in a very short span. The IoT-cloud-based healthcare model requirement is utmost in this situation to provide a better decision in the covid-19 pandemic. In this paper, an attempt has been made to perform predictive analytics regarding the disease using a machine learning classifier. This research proposed an enhanced KNN (k NearestNeighbor) algorithm eKNN, which did not randomly choose the value of k. However, it used a mathematical function of the dataset’s sample size while determining the k value. The enhanced KNN algorithm eKNN has experimented on 7 benchmark COVID-19 datasets of different size, which has been gathered from standard data cloud of different countries (Brazil, Mexico, etc.). 2023-03-31T02:51:39Z 2023-03-31T02:51:39Z 2023 Book https://link.springer.com/article/10.1007/s00607-021-00951-9 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7365 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic NearestNeighbor)
eKNN
spellingShingle NearestNeighbor)
eKNN
Rajendrani, Mukherjee
Aurghyadip, Kundu
Indrajit, Mukherjee
IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
description CC BY
format Book
author Rajendrani, Mukherjee
Aurghyadip, Kundu
Indrajit, Mukherjee
author_facet Rajendrani, Mukherjee
Aurghyadip, Kundu
Indrajit, Mukherjee
author_sort Rajendrani, Mukherjee
title IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
title_short IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
title_full IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
title_fullStr IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
title_full_unstemmed IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
title_sort iot-cloud based healthcare model for covid-19 detection an enhanced k-nearest neighbour classifier based approach
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s00607-021-00951-9
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7365
_version_ 1761912524595265536
score 8.891145

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