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 Mental Workload Estimation Using EEG Subject The topic of the resource Deep Learning; Electroencephalography; Machine Learning; Mental Workload Description An account of the resource Mental workload contributes considerably to the outcome or the performance of any task. The concern of human workload increases during a human-machine collaboration task or in a multitasking environment. This paper presents a comparative study of machine learning algorithms used to estimate workload using Electroencephalography (EEG) data. An open-access EEG dataset acquired during a 'simultaneous capacity (SIMKAP) experiment' and 'no task' is used to create and validate models for binary classification of workload as present and absent respectively. The paper presents an implementation of various classification models that use EEG data to predict the workload. In this paper, implementation for KNN classifier (57.3%), Random Forest classifier (57.19%), MLP network classifier (58.2%), CNN+ LSTM network classifier (58.68%), and LSTM network classifier (61.08%) has been reported. The paper can be further extended to study operator workload in real-time using a brain-computer interface paradigm for any kind of task in a real-world application. The workload classification can be further used in human-machine tasks to decide task allocation between the system to achieve optimal performance in a complex critical system. 2020 IEEE. Creator An entity primarily responsible for making the resource Pandey V.; Choudhary D.K.; Verma V.; Sharma G.; Singh R.; Chandra S. Source A related resource from which the described resource is derived Proceedings - 2020 5th International Conference on Research in Computational Intelligence and Communication Networks, ICRCICN 2020, pp. 83-86. 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 2020-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICRCICN50933.2020.9296150" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICRCICN50933.2020.9296150</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099196415&amp;doi=10.1109%2FICRCICN50933.2020.9296150&amp;partnerID=40&amp;md5=5a9fb33a5d505c3120f5a47047049c5c" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099196415&amp;doi=10.1109%2fICRCICN50933.2020.9296150&amp;partnerID=40&amp;md5=5a9fb33a5d505c3120f5a47047049c5c</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-172818818-8 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 Pandey V., Institute of Nuclear Medicine and Allied Sciences, DRDO, Department of Biomedical Engineering, Delhi, India; Choudhary D.K., Christ University, Department of Computer Science, Bangalore, India; Verma V., Vivekanand Institute of Professional Studies, Department of Computer Science, Delhi, India; Sharma G., Institute of Nuclear Medicine and Allied Sciences, DRDO, Department of Biomedical Engineering, Delhi, India; Singh R., Institute of Nuclear Medicine and Allied Sciences, DRDO, Department of Biomedical Engineering, Delhi, India; Chandra S., Institute of Nuclear Medicine and Allied Sciences, DRDO, Department of Biomedical Engineering, Delhi, India