Analyzing Machine Learning Algorithms: KNN & K-Means for Elderly Heal - Softcover

Walia, Vanshika; Ranjan, Sandeep

 
9786208116040: Analyzing Machine Learning Algorithms: KNN & K-Means for Elderly Heal
Softcover
ISBN 10: 620811604X ISBN 13: 9786208116040
Publisher: LAP Lambert Academic Publishing, 2024

Synopsis

Exploring the realm of machine learning involves monitoring the health of elderly loved ones by tracking their motions to keep them healthy. Datasets created by recording the body movements of elderly people are input to machine learning models for prediction. In this study, the proposal is to compare two popular machine learning algorithms KNN and K-Means for parameters like accuracy and precision. The ageing population has become a significant concern worldwide, as it poses a significant challenge to healthcare systems. The deterioration of health in elderly individuals is multifactorial, and it is essential to develop predictive models to identify potential health risks and intervene early. This study aims to explore using KNN(K-Nearest Neighbours) and K Means algorithms to analyse the health data of elderly individuals. The study collected and analyzed data from a cohort of elderly individuals, including demographic, lifestyle, and clinical parameters. The KNN algorithm was used to predict the likelihood of developing chronic diseases, such as diabetes, hypertension, and cardiovascular diseases, based on the input features.

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Publisher
LAP Lambert Academic Publishing
Publication date
2024
Language
English
ISBN 10 
620811604X
ISBN 13 
9786208116040
Binding
Paperback
Number of pages
68