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 Interpreting the Evidence on Life Cycle to Improve Educational Outcomes of Students Based on Generalized ARC-GRU Approach Subject The topic of the resource Academic performance; Educational Outcomes; Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Description An account of the resource Research on the effects of teachers' fatigue on students' learning has been significantly less common than research on the effects of teachers' fatigue on teachers' own performance. Therefore, the purpose of this research is to see if teachers' emotional weariness has any bearing on their students' performance in the classroom. Consideration is given to a student's grades and their impressions of whether or not the system receive assistance from teachers, as well as to the student's general outlook on school, confidence in their own abilities, and faith in the availability of faculty support. Data preparation, feature extraction, and model training are the first steps in the proposed approach. Indicators of the quality of the education being provided are eliminated (by outlier removal and feature scaling). k-mean clustering approach is a technique of clustering which is commonly used in feature extraction. Following feature extraction, GARCH-GRU models are trained. The proposed approach is superior to two popular alternatives, ARCH and GRU. Using the provided method, the system were able to achieve a maximum accuracy of 97.07%. 2024 IEEE. Creator An entity primarily responsible for making the resource Madumidha S.; Tripathi A.; Srinivasan P.; Wategaonkar S.R.; Chauhan A.; Suganthi D. Source A related resource from which the described resource is derived 2024 3rd International Conference for Innovation in Technology, INOCON 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/INOCON60754.2024.10511743" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/INOCON60754.2024.10511743</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193586769&amp;doi=10.1109%2FINOCON60754.2024.10511743&amp;partnerID=40&amp;md5=c2235387ff02c011718d8e6009777039" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193586769&amp;doi=10.1109%2fINOCON60754.2024.10511743&amp;partnerID=40&amp;md5=c2235387ff02c011718d8e6009777039</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038193-1 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 Madumidha S., Sri Krishna College of Technology, Department of Information Technology, Coimbatore, India; Tripathi A., Mangalmay Institute of Management and Technology, Dehi NCR, Gr.Noida, India; Srinivasan P., Sona College of Technology, Department of Ece, Tamilnadu, Salem, India; Wategaonkar S.R., Bharati Vidyapeeth College of Engineering, Department of Electronics and Telecommunication, Navi Mumbai, India; Chauhan A., Christ (Deemed to Be University), School of Sciences, Department of Life Sciences, Karnataka, Bengaluru, India; Suganthi D., Saveetha College of Liberal Arts and Sciences, Simats, Department of Computer Science, Chennai, India