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 Enhancing Early Detection of Cardiovascular Disease through Feature Optimization Methods Subject The topic of the resource Cardiovascular detection (CVD); Heart disease; Machine Learning; Optimization Description An account of the resource cardiovascular diseases are the most common reason for mortality around the world. Early detection of the ailment can help to reduce the mortality rate considerably. The ever-growing technologies like machine learning algorithms and deep learning models can be used for this purpose. The AI models thus developed can be used for health sector for assisting doctors in assessing the stage of the disease and detection and tracking of the clots in the cardio blood vessels. The proposed work uses two benchmark datasets for analysing the performance of various machine learning algorithms including KNN, Nae Bayes, Decision Tree and Random Forest. The performance was compares based on the AUC %. The method feature reduction were used here to reduce the computational complexity of the model. The results show that Random Forest Algorithm gave the best result when compared to other algorithms in case of UCI dataset and MLP classifier gave best results for Kaggle dataset. 2024 IEEE. Creator An entity primarily responsible for making the resource Didwania S.; Amrutha K.; Resmi K.R.; Vineetha K.R. Source A related resource from which the described resource is derived 2024 IEEE 3rd World Conference on Applied Intelligence and Computing, AIC 2024, pp. 119-122. 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/AIC61668.2024.10731049" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/AIC61668.2024.10731049</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85210244884&amp;doi=10.1109%2FAIC61668.2024.10731049&amp;partnerID=40&amp;md5=705fceb939cbca153284d24d92c99c5a" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85210244884&amp;doi=10.1109%2fAIC61668.2024.10731049&amp;partnerID=40&amp;md5=705fceb939cbca153284d24d92c99c5a</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038459-8 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 Didwania S., Christ University, Department of Computer Science, Bengaluru, India; Amrutha K., Christ University, Department of Computer Science, Bengaluru, India; Resmi K.R., Christ University, Department of Computer Science, Bengaluru, India; Vineetha K.R., Christ University, Department of Computer Science, Bengaluru, India