IoT-cloud based healthcare model for COVID-19 detection an enhanced k-Nearest Neighbour classifier based approach
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Springer
2023
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Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s00607-021-00951-9 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7365 |
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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 |