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 Articles Article Faculty Publications -Articles 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 Local post-hoc interpretable machine learning model for prediction of dementia in young adults Subject The topic of the resource Artificial intelligence; Brain diseases; Classification model first; Convolutional neural network; Image segmentation techniques; U-net structure Description An account of the resource Dementia is still the prevailing brain disease with late diagnosis. There is a large increase in dementia disease among young adults. The major reason is over indulgence of young adults on social media resulting in denial of disease and delayed clinical diagnosis. Dementia is preventable and curable if diagnosed at an early stage, however, no attempts are being made to mitigate dementia in young adults. Today artificial intelligence (AI) based advanced technology with real-life consultations in clinical or remote setups are proved beneficial and is used to detect dementia. Most AI-based test is dependent on computer-aided diagnosis (CAD) tools and uses non-invasive imaging technology such as magnetic resonance imaging (MRI) data for disease diagnosis. In this paper, a local post-hoc interpretable machine learning (LPIML) model for prediction of dementia in young adults is proposed. The performance parameters are computed and compared based on accuracy, specificity, precision, F1 score and recall. The proposed work yields 98.87% training accuracy on original images and 99.31% training accuracy on morphologically enhanced images. The performance results are intrinsic and intuitive in learning the prediction results of individual case. The adoption of the proposed work will accelerate the diagnosis process in the era of digital healthcare. 2023 Institute of Advanced Engineering and Science. All rights reserved. Creator An entity primarily responsible for making the resource Sharma V.; Midhunchakkaravarthy D. Source A related resource from which the described resource is derived Indonesian Journal of Electrical Engineering and Computer Science, Vol-32, No. 3, pp. 1569-1579. Publisher An entity responsible for making the resource available Institute of Advanced Engineering and Science 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/10.11591/ijeecs.v32.i3.pp1569-1579" target="_blank" rel="noreferrer noopener">https://doi.org/10.11591/ijeecs.v32.i3.pp1569-1579</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85178303803&amp;doi=10.11591%2Fijeecs.v32.i3.pp1569-1579&amp;partnerID=40&amp;md5=d9bb3d9d67c60cc6ce18a61bd79e416e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85178303803&amp;doi=10.11591%2fijeecs.v32.i3.pp1569-1579&amp;partnerID=40&amp;md5=d9bb3d9d67c60cc6ce18a61bd79e416e</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access Relation A related resource ISSN: 25024752 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 Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Sharma V., Department of Computer Science and Multimedia, Lincoln University College, Petaling Jaya, Malaysia, Computer Science Department, CHRIST (Deemed to be University), Delhi-NCR Campus, India, Department of Computer Science and Multimedia, Lincoln University College Petaling Jaya, Selangor, Malaysia; Midhunchakkaravarthy D., Department of Computer Science and Multimedia, Lincoln University College, Petaling Jaya, Malaysia