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 Unsupervised Learning for Understanding Diversity: Applying Feature Engineering and Cluster Analysis to Deaf and Hard of Hearing Data Subject The topic of the resource DHH; feature engineering clustering; k-means; personalization Description An account of the resource As e-Learning emerges as a promising tool for instruction delivery, personalizing the e-Learning platform for DHH learners will benefit them to improve their learning engagement and educational attainment. This study aims to collect and analyze the different features unique to DHH learners and analyze the significant features among them. This study highlights the importance of addressing the diversity among DHH learners, while creating a personalized learning environment for them. With this focus, we employ the K-Means clustering algorithm to group the learners based on similar needs and preferences and identified that distinguishing clusters can be formed within the DHH group. We also tried to understand the significant features contributing to forming well separated groups. These results provide valuable insights into the diverse preferences and requirements when they interact with the learning materials. These findings emphasize the significance of personalized approach for DHH learners in educational settings and serve as the stepping stone to develop a personalized learning environment for them. 2024 IEEE. Creator An entity primarily responsible for making the resource Poly A.; Banu P.K.N.; Azar A.T.; Kamal N.A. Source A related resource from which the described resource is derived 2024 International Conference on Control, Automation and Diagnosis, ICCAD 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/ICCAD60883.2024.10553733" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICCAD60883.2024.10553733</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85197931398&amp;doi=10.1109%2FICCAD60883.2024.10553733&amp;partnerID=40&amp;md5=9e8af81734149ae18d5f0ecb09916c4d" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85197931398&amp;doi=10.1109%2fICCAD60883.2024.10553733&amp;partnerID=40&amp;md5=9e8af81734149ae18d5f0ecb09916c4d</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835036102-5 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 Poly A., Christ (Deemed To Be University), Department of Computer Science, Bangalore, India; Banu P.K.N., Christ (Deemed To Be University), Department of Computer Science, Bangalore, India; Azar A.T., Prince Sultan University, College of Computer and Information Sciences, Riyadh, 11586, Saudi Arabia, Prince Sultan University, Automated Systems and Soft Computing Lab (ASSCL), Riyadh, Saudi Arabia, Benha University, Faculty of Computers and Artificial Intelligence, Benha, Egypt; Kamal N.A., Cairo University, Faculty of Engineering, Giza, Egypt