Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Predicting and Analyzing Early Onset of Stroke Using Advanced Machine Learning Classification Technique Subject The topic of the resource Bayes cv search; Decision Tree Classification; K_Nearest neighbors; Logistic Regression; Machine learning; Nae Bayes classification; Random Forest Classification; Stroke; Support Vector Machine Description An account of the resource Around the world, stroke is the leading cause of death. When blood vessels in the brain rupture, they cause damage. Alternatively, blockage in a blood vessel that supplies oxygen and other nutrients may also lead to this disease. This study uses various machine learning models to predict whether someone will have a stroke or not. Different physiological features were taken into account by this study while using Logistic Regression; Decision Tree Classification; Random Forest Classification; K-Nearest Neighbors (KNN); Support Vector Machine (SVM); Nae Bayes classifier algorithm; and XGBoost classification algorithm - these were used for six different models to ensure accurate predictions are made. We will accomplish the finest exactness with Bayes cv look which may be a hyper-tuning classifier with 92.87%. This consideration can be utilized for future work by doing the increase and include designing on the dataset. It is constrained to literary information, so it might not continuously be right for foreseeing stroke. so utilize the datasets that contain pictures and work on those datasets. 2024 IEEE. Creator An entity primarily responsible for making the resource Kumari P.; George J.; Nair A.M.; Paul Alapatt B.; Baby R.; Jose J. Source A related resource from which the described resource is derived 10th International Conference on Electrical Energy Systems, ICEES 2024 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICEES61253.2024.10776853" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICEES61253.2024.10776853</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85215014262&amp;doi=10.1109%2FICEES61253.2024.10776853&amp;partnerID=40&amp;md5=90767300c8fdacef0c0f46d96547044c" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85215014262&amp;doi=10.1109%2fICEES61253.2024.10776853&amp;partnerID=40&amp;md5=90767300c8fdacef0c0f46d96547044c</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835035377-8 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Kumari P., CHRIST (Deemed to be University), India; George J., CHRIST (Deemed to be University), India; Nair A.M., Luxsh Technologies Pvt Ltd, United Kingdom; Paul Alapatt B., CHRIST (Deemed to be University), India; Baby R., CHRIST (Deemed to be University), India; Jose J., CHRIST (Deemed to be University), India