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 Predictive Modelling of Heart Disease: Exploring Machine Learning Classification Algorithms Subject The topic of the resource Cross-validation; F1 Score; Grid Search; Heart attack prediction; Machine Learning; overfitting; Recall Description An account of the resource In addressing the critical challenge of early and accurate heart failure diagnosis, this study explores the application of five machine learning models, including XGBoost, Decision Tree, Random Forest, Logistic Regression, and Gaussian Naive Bayes. Employing cross-validation and grid search techniques to enhance generalization, the comparative analysis reveals XGBoost as the standout performer, achieving a remarkable accuracy of 85%. The findings emphasize the significant potential of XGBoost in advancing heart failure diagnosis, paving the way for earlier intervention, and potentially improving patient prognosis. The study suggests that integrating XGBoost into diagnostic processes could represent a valuable and impactful advancement in the realm of heart failure prediction, offering promising avenues for improved healthcare outcomes. 2024 IEEE. Creator An entity primarily responsible for making the resource Yadav J.; Nair A.M.; George J.; Alapatt B.P. Source A related resource from which the described resource is derived International Conference on Distributed Computing and Optimization Techniques, ICDCOT 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/ICDCOT61034.2024.10515398" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICDCOT61034.2024.10515398</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193242794&amp;doi=10.1109%2FICDCOT61034.2024.10515398&amp;partnerID=40&amp;md5=22f504b8b66edfbc39176235c31f6a3b" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193242794&amp;doi=10.1109%2fICDCOT61034.2024.10515398&amp;partnerID=40&amp;md5=22f504b8b66edfbc39176235c31f6a3b</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038295-2 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 Yadav J., Christ (Deemed to Be University), Delhi NCR, India; Nair A.M., Christ (Deemed to Be University), Delhi NCR, India; George J., Christ (Deemed to Be University), Delhi NCR, India; Alapatt B.P., Christ (Deemed to Be University), Delhi NCR, India