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 Real-time Traffic Prediction in 5G Networks Using LSTM Networks Subject The topic of the resource 5G networks; deep learning; LSTM networks; network management; real-time traffic prediction Description An account of the resource This research explores the application of Long Short-Term Memory (LSTM) networks for real-time traffic prediction within 5G networks, aiming to address the critical need for accurate prediction models in dynamic network environments. Leveraging the sequential learning capabilities of LSTM networks, the proposed methodology encompasses dataset preparation, model architecture design, training, and evaluation. Experimental results demonstrate the effectiveness of the LSTM-based prediction model in capturing temporal dependencies and providing reliable predictions across various prediction horizons. While promising, further research is warranted to enhance the model's performance and address remaining challenges. This study contributes to advancing the state-of-the-art in traffic prediction methodologies, facilitating more efficient network management and optimization in 5G environments. 2024 IEEE. Creator An entity primarily responsible for making the resource Kumar H.; Al-Jawahry H.M.; Manohar M.; Karthika K.; Victor M.; Shetty A.D. Source A related resource from which the described resource is derived 2024 IEEE International Conference on Communication, Computing and Signal Processing, IICCCS 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/IICCCS61609.2024.10763791" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/IICCCS61609.2024.10763791</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85214431884&amp;doi=10.1109%2FIICCCS61609.2024.10763791&amp;partnerID=40&amp;md5=c05a3d9820768523968aebaaea9a75e0" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85214431884&amp;doi=10.1109%2fIICCCS61609.2024.10763791&amp;partnerID=40&amp;md5=c05a3d9820768523968aebaaea9a75e0</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835039075-9 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 Kumar H., Chandigarh Group of Colleges, Chandigarh Engineering College, Department of Computer Application, Punjab, Mohali, India; Al-Jawahry H.M., The Islamic University, College Of Technical Engineering, Department Of Computers Techniques Engineering, Najaf, Iraq, The Islamic University Of Al Diwaniyah, College Of Technical Engineering, Department Of Computers Techniques Engineering, Al Diwaniyah, Iraq; Manohar M., Ies College of Technology, Department of Electronics &amp; Communication Engineering, M.P., Bhopal, India; Karthika K., Prince Shri Venkateshwara Padmavathy Engineering College, Chennai, India; Victor M., Christ (Deemed to be University), School of Business and Management, India; Shetty A.D., (Deemed to be University) Nmam Institute of Technology (NMAMIT), Department of Cse Nitte, India