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Article

Kingphai, Kunjira and Moshfeghi, Yashar (2025) Mental workload assessment using deep learning models from EEG Signals : a systematic review. IEEE Transactions on Cognitive and Developmental Systems, 17 (1). pp. 40-60. ISSN 2379-8939

Book Section

Kingphai, Kunjira and Moshfeghi, Yashar; Nicosia, Giuseppe and Ojha, Varun and La Malfa, Emanuele and La Malfa, Gabriele and Pardalos, Panos M. and Umeton, Renato, eds. (2024) On channel selection for EEG-based mental workload classification. In: Machine Learning, Optimization, and Data Science. Lecture Notes in Computer Science . Springer-Verlag, GBR, pp. 403-417. ISBN 9783031539664

Kingphai, Kunjira and Moshfeghi, Yashar; Nicosia, Giuseppe and Giuffrida, Giovanni and Ojha, Varun and La Malfa, Emanuele and La Malfa, Gabriele and Pardalos, Panos and Di Fatta, Giuseppe and Umeton, Renato, eds. (2023) On time series cross-validation for deep learning classification model of mental workload levels based on EEG signals. In: Machine Learning, Optimization, and Data Science - 8th International Conference, LOD 2022, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 13811 . Springer Science and Business Media Deutschland GmbH, ITA, pp. 402-416. ISBN 9783031258916

Conference or Workshop Item

Kingphai, Kunjira and Moshfeghi, Yashar (2021) Mental workload prediction level from EEG signals using deep learning models. In: The 3rd Neuroergonomics Conference 2021, 2021-09-11 - 2021-09-16.