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 Integrated Approach of Brain Disorder Analysis by Using Deep Learning Based on DNA Sequence Subject The topic of the resource Deep belief networks; deep learning; DNA; genomics; mean absolute; mean absolute error; percentage error; root mean square error; zig zag Description An account of the resource In order to research brain problems using MRI, PET, and CT neuroimaging, a correct understanding of brain function is required. This has been considered in earlier times with the support of traditional algorithms. Deep learning process has also been widely considered in these genomics data processing system. In this research, brain disorder illness incliding Alzheimer's disease, Schizophrenia and Parkinson's diseaseis is analyzed owing to misdetection of disorders in neuroimaging data examined by means fo traditional methods. Moeover, deep learning approach is incorporated here for classification purpose of brain disorder with the aid of Deep Belief Networks (DBN). Images are stored in a secured manner by using DNA sequence based on JPEG Zig Zag Encryption algorithm (DBNJZZ) approach. The suggested approach is executed and tested by using the performance metric measure such as accuracy, root mean square error, Mean absolute error and mean absolute percentage error. Proposed DBNJZZ gives better performance than previously available methods. 2023 Authors. All rights reserved. Creator An entity primarily responsible for making the resource Ibrahim A.Z.; Prakash P.; Sakthivel V.; Prabu P. Source A related resource from which the described resource is derived Computer Systems Science and Engineering, Vol-45, No. 3, pp. 2447-2460. Publisher An entity responsible for making the resource available Tech Science Press 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/10.32604/csse.2023.030134" target="_blank" rel="noreferrer noopener">https://doi.org/10.32604/csse.2023.030134</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85147427508&amp;doi=10.32604%2Fcsse.2023.030134&amp;partnerID=40&amp;md5=5ef23dc43d2e614de2374ee8da4e64a1" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85147427508&amp;doi=10.32604%2fcsse.2023.030134&amp;partnerID=40&amp;md5=5ef23dc43d2e614de2374ee8da4e64a1</a> Rights Information about rights held in and over the resource All Open Access; Hybrid Gold Open Access Relation A related resource ISSN: 2676192; CODEN: CSSEE | CS; 2023-2024; Vol-1; 00265-00278 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 Ibrahim A.Z., Computer Sciences Department, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia; Prakash P., School of Computer Scence and Engineering, Vellore Institute of Technology, Chennai, 600127, India; Sakthivel V., School of Computer Scence and Engineering, Vellore Institute of Technology, Chennai, 600127, India; Prabu P., Department of Computer Science, CHRIST (Deemed to be University), Bangalore, 560029, India