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 Book Chapter Book Chapter Faculty Publications- Book Chapter 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 Feature extraction and diagnosis of dementia using magnetic resonance imaging Subject The topic of the resource Confusion matrix; Dementia; Extraction techniques; Magnetic resonance imaging Description An account of the resource Dementia is a state of mind in which the sufferer tends to forget important data like memories, language, etc.. This is caused due to the brain cells that are damaged. The damaged brain cells and the intensity of the damage can be detected by using Magnetic Resonance Imaging. In this process, two extraction techniques, Gray Level Co-Occurrence Matrix (GLCM) and the Gray Level Run-Length matrix (GLRM), are used for the clear extraction of data from the image of the brain. Then the data obtained from the extraction techniques are further analyzed using four machine learning classifiers named Support Vector Machine (SVM), K-Nearest Neighbor (KNN), Random Forest (RF), and the combination of two classifiers (SVM+KNN). The results are further analyzed using a confusion matrix to find accuracy, precision, TPR/FPR - True and False Positive Rate, and TNR/FNR - True and False Negative Rate. The maximum accuracy of 93.53% is obtained using the GLRM Feature Extraction (FE) technique with the combination of the SVM and KNN algorithm. 2023, Bentham Books imprint. All rights reserved. Creator An entity primarily responsible for making the resource Gupta P.; Kumar N.; Ajad; Arulkumar N.; Subramanian M. Source A related resource from which the described resource is derived AI and IoT-based intelligent Health Care &amp; Sanitation, pp. 159-175. Publisher An entity responsible for making the resource available Bentham Science Publishers Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.2174/9789815136531123010013" target="_blank" rel="noreferrer noopener">https://doi.org/10.2174/9789815136531123010013</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85205277068&amp;doi=10.2174%2F9789815136531123010013&amp;partnerID=40&amp;md5=d4e087b3fabfe2067f97e33751984499" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85205277068&amp;doi=10.2174%2f9789815136531123010013&amp;partnerID=40&amp;md5=d4e087b3fabfe2067f97e33751984499</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-981513653-1; 978-981513654-8 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 Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Gupta P., Department of Computer Science and Engineering, GITAM School of Technology, Visakhapatnam, 530045, India; Kumar N., Department of Electronics and Communication Engineering, S J C Institute of Technology, Chickballapur, 562101, India; Ajad, Department of Electronics and Communication Engineering, S J C Institute of Technology, Chickballapur, 562101, India; Arulkumar N., Department of Statistics and Data Science, CHRIST (Deemed to be University), Bangalore, 560029, India; Subramanian M., SRM Institute of Science &amp; Technology, Trichy, 621105, India