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Participatory Design in Digital Language Documentation: A Web Platform Approach
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On the characteristic of personal reference terms in Korean: A comparison with Japanese based on TV dramas
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In: Conference Proceedings for the 9th Korean Studies Association of Australia (KSAA) Biennial Conference 2015 (2022)
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Through Technologies of Communication and New Media Practices: [Un]aesthetics, [Un]mensch ...
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Through Technologies of Communication and New Media Practices: [Un]aesthetics, [Un]mensch ...
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Grenzüberschreitendes Textmining von Historischen Zeitungen - Das impresso-Projekt zwischen Text- und Bildverarbeitung, Design und Geschichtswissenschaft ...
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Grenzüberschreitendes Textmining von Historischen Zeitungen - Das impresso-Projekt zwischen Text- und Bildverarbeitung, Design und Geschichtswissenschaft ...
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Interactions of Nasal Harmony and Word-Internal Language Mixing in Paraguayan Guaraní
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In: Languages; Volume 7; Issue 1; Pages: 67 (2022)
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Why Is Inflectional Morphology Difficult to Borrow?—Distributing and Lexicalizing Plural Allomorphy in Pennsylvania Dutch
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In: Languages; Volume 7; Issue 2; Pages: 86 (2022)
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Ultrasonic Doppler Based Silent Speech Interface Using Perceptual Distance
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In: Applied Sciences; Volume 12; Issue 2; Pages: 827 (2022)
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Comparing the Effectiveness of Speech and Physiological Features in Explaining Emotional Responses during Voice User Interface Interactions
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In: Applied Sciences; Volume 12; Issue 3; Pages: 1269 (2022)
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How Do Older Adults Process Icons in Visual Search Tasks? The Combined Effects of Icon Type and Cognitive Aging
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 8; Pages: 4525 (2022)
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Simultaneous Classification of Both Mental Workload and Stress Level Suitable for an Online Passive Brain–Computer Interface
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In: Sensors; Volume 22; Issue 2; Pages: 535 (2022)
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Abstract:
Research studies on EEG-based mental workload detection for a passive BCI generally focus on classifying cognitive states associated with the performance of tasks at different levels of difficulty, with no other aspects of the user’s mental state considered. However, in real-life situations, different aspects of the user’s state such as their cognitive (e.g., level of mental workload) and affective (e.g., level of stress/anxiety) states will often change simultaneously, and performance of a BCI system designed considering just one state may be unreliable. Moreover, multiple mental states may be relevant to the purposes of the BCI—for example both mental workload and stress level might be related to an aircraft pilot’s risk of error—and the simultaneous prediction of states may be critical in maximizing the practical effectiveness of real-life online BCI systems. In this study we investigated the feasibility of performing simultaneous classification of mental workload and stress level in an online passive BCI. We investigated both subject-specific and cross-subject classification approaches, the latter with and without the application of a transfer learning technique to align the distributions of data from the training and test subjects. Using cross-subject classification with transfer learning in a simulated online analysis, we obtained accuracies of 77.5 ± 6.9% and 84.1 ± 5.9%, across 18 participants for mental workload and stress level detection, respectively.
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Keyword:
classification; electroencephalography (EEG); mental workload; online BCI; passive brain–computer interface; stress; transfer learning
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URL: https://doi.org/10.3390/s22020535
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A Comparative Review on Applications of Different Sensors for Sign Language Recognition
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In: Journal of Imaging; Volume 8; Issue 4; Pages: 98 (2022)
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An Empirical Performance Analysis of the Speak Correct Computerized Interface
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In: Processes; Volume 10; Issue 3; Pages: 487 (2022)
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Rethinking the Methods and Algorithms for Inner Speech Decoding and Making Them Reproducible
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In: NeuroSci; Volume 3; Issue 2; Pages: 226-244 (2022)
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Supplementary material for: "Word order constraints on event-internal modifiers" ...
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Supplementary material for: "Word order constraints on event-internal modifiers" ...
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Structures of the Public Sphere: Contested Spaces as Assembled Interfaces
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In: Media and Communication ; 9 ; 3 ; 16-27 ; Spaces, Places, and Geographies of Public Spheres (2022)
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A multidimensional analysis of the Spanish reportative epistemic evidential dizque
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Deixis de interfaz o cómo mejorar la redacción publicitaria en internet ; Deixis of interface or how to improve advertising writing on the Internet
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Pallarés Maiques, Majo. - : Universidad de Alicante. Grupo de Investigación Comunicación y Públicos Específicos (COMPUBES), 2022
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