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 Leveraging Deep Autoencoders for Security in Big Data Framework: An Unsupervised Cloud Computing Approach Subject The topic of the resource anomaly detection; big data; cloud computing; deep autoencoder; encryption; security Description An account of the resource Abnormalities recognition in bank transaction big data is the number one issue for stability of financial security system. Due to the rate digital transactions are increasing it is vital to have effective ways. Encryption with deep autoencoder model should be explored as it involves trained neural networks that learn such patterns from the complex transaction data. The following paper demonstrates application of anomaly detection using deep autoencoders in the banking big data transactions. It focuses on the theoretical bases, network design, preparedness and the testing measures for deep autoencoders. On the other hand, it solves problems such as high dimensionality and imbalanced dataset. This research paper shows deep autoencoders effectiveness in deep learning and how the network identifies different fraudulent big data transactions, money laundry and unauthorized access. It also encompasses recent developments of cloud environments and future methods using deep autoencoders including the fact that constant search for new possible solutions is a must. The insights delivered contribute to the discourse in financial security community, which incorporates researchers, practitioners, and policymakers involved in anomaly detection in cloud. 2024 IEEE. Creator An entity primarily responsible for making the resource Roy S.; Nijaguna G.S.; Shankar S.S.; Adnan M.M.; Umaeswari 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/ICDCOT61034.2024.10515899" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICDCOT61034.2024.10515899</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193279121&amp;doi=10.1109%2FICDCOT61034.2024.10515899&amp;partnerID=40&amp;md5=6b1aaccf17106d2f40a6065cb9e59483" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193279121&amp;doi=10.1109%2fICDCOT61034.2024.10515899&amp;partnerID=40&amp;md5=6b1aaccf17106d2f40a6065cb9e59483</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 Roy S., Christ (Deemed to Be University), Department of Electronics and Communication Engineering, Bangalore, India; Nijaguna G.S., S.E.A. College of Engineering and Technology, Department of Information Science and Engineering, Bangalore, India; Shankar S.S., Nitte Meenakshi Institute of Technology, Dept of Ece, Bengaluru, India; Adnan M.M., The Islamic University, Najaf, Iraq; Umaeswari P., R.M.K. Engineering College, Department of Computer Science and Business Systems, Tamil Nadu, Kavaraipettai, India